Maybe it will be necessary install some 'special' packages to this notebook works.
Please follow the next cells and check if it's necessary
#Install package mlxtend
#!pip install mlxtend
#Install package algorithmx
#!pip install algorithmx
# Import packages
import pandas as pd
import numpy as np
import datetime as dt
from mlxtend.frequent_patterns import apriori
from mlxtend.frequent_patterns import association_rules
import matplotlib.pyplot as plt
import networkx as nx
import seaborn as sns
import plotly.io as pio
pio.renderers
import plotly.graph_objects as go
import dash
import dash_bootstrap_components as dbc
import dash_core_components as dcc
import dash_html_components as html
import dash_table
from dash.dependencies import Input, Output
import plotly.express as px
from algorithmx import jupyter_canvas
#import dataset
orders = pd.read_csv('orders.csv',sep=",")
orders_prod = pd.read_csv('order_products.csv',sep=",")
departments = pd.read_csv('departments.csv',sep=",")
products = pd.read_csv('products.csv',sep=",")
pd.set_option('display.max_rows', 500)
pd.set_option('display.max_columns', 500)
pd.set_option('display.width', 1000)
#Check the 5 first rows
orders.head()
| order_id | user_id | order_number | order_dow | order_hour_of_day | days_since_prior_order | |
|---|---|---|---|---|---|---|
| 0 | 2425083 | 49125 | 1 | 2 | 18 | NaN |
| 1 | 1944304 | 162867 | 1 | 3 | 17 | NaN |
| 2 | 1201011 | 147243 | 14 | 0 | 16 | 3.0 |
| 3 | 1906860 | 195275 | 81 | 1 | 11 | 3.0 |
| 4 | 2766469 | 58222 | 3 | 6 | 11 | 6.0 |
#Check the shape of dataset
orders.shape
(200000, 6)
#Info about dataset
orders.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 200000 entries, 0 to 199999 Data columns (total 6 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 order_id 200000 non-null int64 1 user_id 200000 non-null int64 2 order_number 200000 non-null int64 3 order_dow 200000 non-null int64 4 order_hour_of_day 200000 non-null int64 5 days_since_prior_order 187746 non-null float64 dtypes: float64(1), int64(5) memory usage: 9.2 MB
#Check the 5 first rows
orders_prod.head()
| order_id | product_id | add_to_cart_order | reordered | |
|---|---|---|---|---|
| 0 | 10 | 24 | 1 | 1 |
| 1 | 10 | 83 | 2 | 1 |
| 2 | 10 | 16 | 3 | 0 |
| 3 | 10 | 24 | 4 | 1 |
| 4 | 10 | 83 | 5 | 1 |
#Check the shape of dataset
orders_prod.shape
(2019501, 4)
#Info about dataset
orders_prod.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 2019501 entries, 0 to 2019500 Data columns (total 4 columns): # Column Dtype --- ------ ----- 0 order_id int64 1 product_id int64 2 add_to_cart_order int64 3 reordered int64 dtypes: int64(4) memory usage: 61.6 MB
# Replace possible empty values with NaN
orders_prod.replace("", np.nan, inplace=True)
# Function to show missing values and their percentages
def missing_data(df):
l = []
for col in df.columns:
missing = df[col].isnull().sum(axis=0)
percentage = missing/df.shape[0]
l.append([col,missing,percentage*100])
df_missing = pd.DataFrame(l, columns = ['Feature','missing','percentage'])
df_missing = df_missing.sort_values('missing',axis=0, ascending = False)
return df_missing
# Check the percentage of missing values
df_missing = missing_data(orders_prod)
df_missing = df_missing[df_missing['missing']>0]
df_missing
| Feature | missing | percentage |
|---|
#Check the 5 first rows
departments.head()
| department_id | department | |
|---|---|---|
| 0 | 1 | frozen |
| 1 | 2 | other |
| 2 | 3 | bakery |
| 3 | 4 | produce |
| 4 | 5 | alcohol |
#Check the shape of dataset
departments.shape
(21, 2)
#Check the shape of dataset
departments.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 21 entries, 0 to 20 Data columns (total 2 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 department_id 21 non-null int64 1 department 21 non-null object dtypes: int64(1), object(1) memory usage: 464.0+ bytes
#Check the 5 first rows
products.head()
| product_id | department_id | product_name | |
|---|---|---|---|
| 0 | 61 | 19 | cookies cakes |
| 1 | 104 | 13 | spices seasonings |
| 2 | 94 | 7 | tea |
| 3 | 38 | 1 | frozen meals |
| 4 | 5 | 13 | marinades meat preparation |
#Check the shape of dataset
products.shape
(134, 3)
#Check the shape of dataset
products.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 134 entries, 0 to 133 Data columns (total 3 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 product_id 134 non-null int64 1 department_id 134 non-null int64 2 product_name 134 non-null object dtypes: int64(2), object(1) memory usage: 3.3+ KB
#Check the 5 first rows
orders.head()
| order_id | user_id | order_number | order_dow | order_hour_of_day | days_since_prior_order | |
|---|---|---|---|---|---|---|
| 0 | 2425083 | 49125 | 1 | 2 | 18 | NaN |
| 1 | 1944304 | 162867 | 1 | 3 | 17 | NaN |
| 2 | 1201011 | 147243 | 14 | 0 | 16 | 3.0 |
| 3 | 1906860 | 195275 | 81 | 1 | 11 | 3.0 |
| 4 | 2766469 | 58222 | 3 | 6 | 11 | 6.0 |
#Create a function to return the number of orders by day of week or per hour of the day to be use in the app
def frequent_time(option):
df = orders
if option == "Day of week":
freq = df['order_dow'].value_counts()
elif option == 'Hour of the day':
freq = df['order_hour_of_day'].value_counts()
return freq
#Day of week more frequent
dow_freq = orders['order_dow'].value_counts()
dow_freq
0 35078 1 34348 2 27277 5 26557 6 26096 3 25670 4 24974 Name: order_dow, dtype: int64
#Plotly visualization - Bar plot
#define the data for the visuzalization
data_bar = (dict(type='bar',
x=dow_freq.index,
y=dow_freq.values,
marker_color=' cornflowerblue',
showlegend=False
)
)
#Define the layout
layout_bar = dict(title=dict(
text='Frequency by day of week' #Set the title
),
xaxis=dict(title='Day of week'), #Set the xaxis title
yaxis=dict(title='Number of orders'), #Set the yaxis title
title_x=0.5 #position of the xaxis title
)
fig_bar = go.Figure(data=data_bar, layout=layout_bar)
fig_bar.show()
#Hour of day more frequent
hod_freq = orders['order_hour_of_day'].value_counts()
hod_freq
10 17102 11 16748 15 16649 14 16600 13 16189 12 15942 16 15928 9 14989 17 13201 18 10716 8 10294 19 8164 20 6209 7 5310 21 4492 22 3731 23 2302 6 1803 0 1311 1 719 5 555 2 429 4 330 3 287 Name: order_hour_of_day, dtype: int64
#Plotly visualization - Bar plot
#define the data for the visuzalization
data_bar = (dict(type='bar',
x=hod_freq.index,
y=hod_freq.values,
marker_color='mediumaquamarine',
showlegend=False
)
)
#Define the layout
layout_bar = dict(title=dict(
text='Frequency by hour of day'#Set the title
),
xaxis=dict(title='Hour of day'), #Set the xaxis title
yaxis=dict(title='Number of orders'), #Set the yaxis title
title_x=0.5 #position of the xaxis title
)
fig_bar = go.Figure(data=data_bar, layout=layout_bar)
fig_bar.show()
#Create a function with a bar plotly vizualization with the option by user choose 'day of week' or 'hour of the day'
def update_barplot(option):
data_bar = (dict(type='bar',
x=frequent_time(option).index,
y=frequent_time(option).values,
marker_color=' cornflowerblue',
showlegend=False))
layout_bar = dict(title=dict(
text=f'Frequency by {option}'),
xaxis=dict(title=f'{option}'),
yaxis=dict(title='Number of orders'),
title_x=0.5)
fig_bar = go.Figure(data=data_bar, layout=layout_bar)
return fig_bar
#test the function. Set option = hour of the day
update_barplot("Hour of the day")
#Create the dataframe grouped by days since prior order
prior_orders = orders['days_since_prior_order'].value_counts()
prior_orders
30.0 20982 7.0 18882 6.0 14262 4.0 13054 3.0 12673 5.0 12508 2.0 11362 8.0 10466 1.0 8756 9.0 6918 14.0 5769 10.0 5739 11.0 4810 13.0 4808 12.0 4453 0.0 4016 15.0 3904 16.0 2660 21.0 2634 17.0 2296 20.0 2172 18.0 2140 19.0 1946 22.0 1907 28.0 1497 23.0 1338 27.0 1239 24.0 1214 25.0 1142 29.0 1130 26.0 1069 Name: days_since_prior_order, dtype: int64
#Create a Plotly Visualization to be included in dashboard - Bar plot
#Define the dataset to be used
df = prior_orders
#Define the data to plot
data_bar = (dict(type='bar',
x=df.index,
y=df.values,
marker_color='lightseagreen',
showlegend=False))
#Define the layout
layout_bar = dict(title=dict(
text='Days since prior order'),
xaxis=dict(title='Number of days'),
yaxis=dict(title='Number of orders'),
title_x=0.5)
fig_bar = go.Figure(data=data_bar, layout=layout_bar)
fig_bar.show()
#Create a dataframe grouped by user id
number_orders = orders['user_id'].value_counts()
#Sort the values by the user with highest number of orders
number_orders = number_orders.sort_values(ascending=False,axis=0)
#Reset index
number_orders = number_orders.reset_index()
#Rename columns
number_orders.rename(columns={'index': 'number_user'}, inplace = True)
number_orders.rename(columns={'user_id': 'number_orders'}, inplace = True)
#Group the dataframe by quantity of users according by number of orders placed
number_orders= number_orders.groupby("number_orders")['number_user'].agg(['count'])
#Reset index
number_orders = number_orders.reset_index()
#Show
number_orders
| number_orders | count | |
|---|---|---|
| 0 | 1 | 57803 |
| 1 | 2 | 24686 |
| 2 | 3 | 11181 |
| 3 | 4 | 5444 |
| 4 | 5 | 2836 |
| 5 | 6 | 1577 |
| 6 | 7 | 862 |
| 7 | 8 | 438 |
| 8 | 9 | 256 |
| 9 | 10 | 111 |
| 10 | 11 | 50 |
| 11 | 12 | 17 |
| 12 | 13 | 11 |
| 13 | 15 | 1 |
##Create a Plotly Visualization to be included in dashboard - Bar plot
#Define the dataset to be used
df = number_orders
#Define the data to plot
data = dict(type='scatter',
x=df['number_orders'],
y=df['count'],
name='Quantity of users by quantity of orders'
)
#Define the layout
layout = dict(title=dict(text='Quantity of orders'),
xaxis=dict(title='Number of orders'),
yaxis=dict(title='Quantity of users')
)
#Create the figure
fig_users = go.Figure(data, layout)
fig_users.show()
#Check the first 5 rows
orders_prod.head()
| order_id | product_id | add_to_cart_order | reordered | |
|---|---|---|---|---|
| 0 | 10 | 24 | 1 | 1 |
| 1 | 10 | 83 | 2 | 1 |
| 2 | 10 | 16 | 3 | 0 |
| 3 | 10 | 24 | 4 | 1 |
| 4 | 10 | 83 | 5 | 1 |
#Create a dataframe to plot the basket size in the dash
#Create the dataframe grouped by number of itens add to cart
avg_basket = orders_prod.groupby("order_id")['add_to_cart_order'].agg(['count'])
#Rename the column
avg_basket = avg_basket.rename({"count":"basket_size"}, axis=1)
#Reset the index the column
avg_basket.reset_index(inplace = True)
#Create the dataframe grouped by number of itens add to cart
avg_basket= avg_basket.groupby('basket_size')["order_id"].agg(['count'])
#Rename the column
avg_basket = avg_basket.rename({"count":"number_of_orders"}, axis=1)
#Reset the index the column
avg_basket.reset_index(inplace = True)
#Sort by number of orders according with the basket size.
avg_basket.sort_values(by='number_of_orders', ascending=False, inplace=True)
#Filter the 25 basket sizes that most appear.
avg_basket_top25 = avg_basket[0:25]
#Show
avg_basket_top25
| basket_size | number_of_orders | |
|---|---|---|
| 4 | 5 | 14242 |
| 5 | 6 | 14146 |
| 3 | 4 | 13760 |
| 6 | 7 | 13695 |
| 7 | 8 | 12741 |
| 2 | 3 | 12737 |
| 1 | 2 | 11654 |
| 8 | 9 | 11497 |
| 9 | 10 | 10227 |
| 0 | 1 | 9866 |
| 10 | 11 | 9100 |
| 11 | 12 | 8271 |
| 12 | 13 | 7154 |
| 13 | 14 | 6361 |
| 14 | 15 | 5715 |
| 15 | 16 | 5080 |
| 16 | 17 | 4433 |
| 17 | 18 | 3825 |
| 18 | 19 | 3451 |
| 19 | 20 | 2991 |
| 20 | 21 | 2646 |
| 21 | 22 | 2260 |
| 22 | 23 | 1929 |
| 23 | 24 | 1716 |
| 24 | 25 | 1556 |
#Create a bar plot to show the basket size
#define the data
data = dict(type='bar',
x=avg_basket_top25['basket_size'],
y=avg_basket_top25['number_of_orders'],
name='Basket Size'
)
#define the layout
layout = dict(title=dict(text='Average Basket size'),
xaxis=dict(title='Basket Size'),
yaxis=dict(title='Number of orders')
)
#create the fig
avgbasket_fig = go.Figure(data, layout)
avgbasket_fig.show()
#Check the first rows
orders_prod.head()
| order_id | product_id | add_to_cart_order | reordered | |
|---|---|---|---|---|
| 0 | 10 | 24 | 1 | 1 |
| 1 | 10 | 83 | 2 | 1 |
| 2 | 10 | 16 | 3 | 0 |
| 3 | 10 | 24 | 4 | 1 |
| 4 | 10 | 83 | 5 | 1 |
#Create a dataframe to merge the datasets by product and department
df_merge = pd.merge(orders_prod, products, how='left', on='product_id')
df_merge = pd.merge(df_merge, departments, how='left', on='department_id')
df_merge.head()
| order_id | product_id | add_to_cart_order | reordered | department_id | product_name | department | |
|---|---|---|---|---|---|---|---|
| 0 | 10 | 24 | 1 | 1 | 4 | fresh fruits | produce |
| 1 | 10 | 83 | 2 | 1 | 4 | fresh vegetables | produce |
| 2 | 10 | 16 | 3 | 0 | 4 | fresh herbs | produce |
| 3 | 10 | 24 | 4 | 1 | 4 | fresh fruits | produce |
| 4 | 10 | 83 | 5 | 1 | 4 | fresh vegetables | produce |
#Describe the dataframe
df_merge.astype(object).describe()
| order_id | product_id | add_to_cart_order | reordered | department_id | product_name | department | |
|---|---|---|---|---|---|---|---|
| count | 2019501 | 2019501 | 2019501 | 2019501 | 2019501 | 2019501 | 2019501 |
| unique | 200000 | 134 | 137 | 2 | 21 | 134 | 21 |
| top | 790903 | 24 | 1 | 1 | 4 | fresh fruits | produce |
| freq | 137 | 226039 | 200000 | 1190986 | 588996 | 226039 | 588996 |
#Products more frequent
prod_freq = df_merge['product_name'].value_counts()
prod_freq
fresh fruits 226039 fresh vegetables 212611 packaged vegetables fruits 109596 yogurt 90751 packaged cheese 61502 milk 55150 water seltzer sparkling water 52564 chips pretzels 45306 soy lactosefree 39389 bread 36381 refrigerated 35893 frozen produce 32432 ice cream ice 31323 energy granola bars 28639 crackers 28574 eggs 27986 lunch meat 24470 frozen meals 24449 cereal 23754 baby food formula 23355 fresh herbs 23342 soft drinks 22428 fresh dips tapenades 22175 soup broth bouillon 21540 juice nectars 20715 baking ingredients 20137 cream 19786 other creams cheeses 19091 hot dogs bacon sausage 19037 nuts seeds dried fruit 19026 candy chocolate 18735 spreads 18149 canned jarred vegetables 18025 packaged produce 17408 canned meals beans 16818 dry pasta 16414 butter 15735 tea 15733 paper goods 15422 breakfast bakery 15357 oils vinegars 15213 cookies cakes 14745 frozen breakfast 14346 pasta sauce 13771 condiments 13760 spices seasonings 13067 coffee 12823 instant foods 12651 frozen appetizers sides 12178 tortillas flat bread 12082 fruit vegetable snacks 10931 asian foods 10426 popcorn jerky 10415 frozen pizza 10124 hot cereal pancake mixes 9820 grains rice dried goods 8878 poultry counter 8131 tofu meat alternatives 8003 packaged poultry 7467 cleaning products 7429 buns rolls 6949 pickled goods olives 6925 preserved dips spreads 6866 doughs gelatins bake mixes 6693 energy sports drinks 6638 granola 6410 frozen vegan vegetarian 6321 prepared meals 6144 salad dressing toppings 6009 laundry 5904 dish detergents 5867 canned fruit applesauce 5458 specialty cheeses 5102 missing 4749 latino foods 4652 breakfast bars pastries 4621 meat counter 4472 frozen meat seafood 4408 prepared soups salads 4384 canned meat seafood 4212 honeys syrups nectars 4156 food storage 4144 oral hygiene 4018 soap 3918 marinades meat preparation 3836 cat food care 3835 beers coolers 3002 vitamins supplements 2912 plates bowls cups flatware 2671 body lotions soap 2507 frozen breads doughs 2486 refrigerated pudding desserts 2423 fresh pasta 2340 protein meal replacements 2257 other 2240 trail mix snack mix 2238 bakery desserts 2214 dog food care 2178 red wines 2135 trash bags liners 2020 packaged meat 2020 hair care 1909 white wines 1893 seafood counter 1843 spirits 1795 digestion 1727 cold flu allergy 1589 diapers wipes 1566 baking supplies decor 1451 mint gum 1377 cocoa drink mixes 1332 packaged seafood 1301 feminine care 1296 air fresheners candles 1258 muscles joints pain relief 1256 frozen dessert 1190 more household 1170 bulk grains rice dried goods 1074 bulk dried fruits vegetables 1059 indian foods 963 deodorants 924 facial care 843 ice cream toppings 706 kosher foods 697 first aid 693 skin care 654 shave needs 646 specialty wines champagnes 614 eye ear care 598 kitchen supplies 561 baby bath body care 515 baby accessories 504 beauty 387 frozen juice 279 Name: product_name, dtype: int64
#Plotly visualization
#Plot number of itens sold by product - Treemap - only 30 products with highest number of itens
#Define the dataset
df = prod_freq
#Define the data
treemap_trace = go.Treemap(labels=df.index[0:30], parents=[""] * len(df.index), values=df.values[0:30])
#Define the layout
treemap_layout = go.Layout( {"margin": dict(t=35, b=10, l=5, r=5, pad=4)},title=dict(text='Itens sold by product') )
#Create the figure
treemap_figure = go.Figure(data=treemap_trace, layout=treemap_layout)
treemap_figure.show()
# Create dataframe to plot the number of orders by products
#Drop the columns not useful
df1 = df_merge.drop(["product_id", "department_id", 'add_to_cart_order','reordered','department'], axis=1)
#Pivot the data - lines as orders and products as columns
df_pivot = pd.pivot_table(df1, index='order_id', columns='product_name',
aggfunc=lambda x: 1 if len(x)>0 else 0).fillna(0)
#Transpose the pivot
df_pivot =df_pivot.T
#Create a column to count number of orders that the product appears
df_pivot['sum'] = df_pivot[df_pivot.columns].apply(lambda x: sum(x), axis = 1)
#Sort by number of orders.
df_pivot.sort_values(by='sum', ascending=False, inplace=True)
df_pivot['sum']
product_name fresh fruits 111199.0 fresh vegetables 88872.0 packaged vegetables fruits 73083.0 yogurt 52735.0 milk 48665.0 packaged cheese 46199.0 water seltzer sparkling water 38601.0 chips pretzels 33887.0 soy lactosefree 33671.0 bread 32773.0 eggs 27298.0 refrigerated 26808.0 frozen produce 24516.0 crackers 22994.0 ice cream ice 22102.0 lunch meat 20778.0 fresh dips tapenades 19641.0 fresh herbs 18601.0 cereal 18512.0 cream 18321.0 juice nectars 17879.0 soft drinks 17462.0 energy granola bars 17309.0 other creams cheeses 17297.0 hot dogs bacon sausage 16838.0 soup broth bouillon 16673.0 nuts seeds dried fruit 16045.0 spreads 15637.0 baking ingredients 15327.0 butter 14866.0 frozen meals 14866.0 canned jarred vegetables 14378.0 dry pasta 14011.0 canned meals beans 13941.0 candy chocolate 13861.0 breakfast bakery 13553.0 oils vinegars 13470.0 paper goods 12715.0 pasta sauce 12532.0 packaged produce 12454.0 frozen breakfast 12233.0 cookies cakes 11945.0 condiments 11893.0 tea 11402.0 tortillas flat bread 11291.0 coffee 11130.0 spices seasonings 10433.0 instant foods 10399.0 frozen appetizers sides 10375.0 popcorn jerky 9282.0 fruit vegetable snacks 9217.0 baby food formula 9071.0 hot cereal pancake mixes 9005.0 asian foods 8666.0 frozen pizza 8613.0 grains rice dried goods 8037.0 poultry counter 7796.0 packaged poultry 7242.0 tofu meat alternatives 6572.0 preserved dips spreads 6441.0 buns rolls 6420.0 pickled goods olives 6326.0 doughs gelatins bake mixes 5653.0 granola 5630.0 cleaning products 5560.0 dish detergents 5444.0 prepared meals 5417.0 salad dressing toppings 5304.0 laundry 5017.0 frozen vegan vegetarian 4979.0 energy sports drinks 4882.0 canned fruit applesauce 4832.0 specialty cheeses 4805.0 meat counter 4371.0 latino foods 4255.0 frozen meat seafood 4205.0 missing 4135.0 honeys syrups nectars 4003.0 canned meat seafood 3863.0 prepared soups salads 3849.0 breakfast bars pastries 3755.0 marinades meat preparation 3582.0 oral hygiene 3523.0 food storage 3497.0 soap 3382.0 vitamins supplements 2571.0 frozen breads doughs 2425.0 plates bowls cups flatware 2258.0 body lotions soap 2193.0 fresh pasta 2171.0 trail mix snack mix 2159.0 other 2148.0 cat food care 2123.0 bakery desserts 2092.0 refrigerated pudding desserts 2042.0 protein meal replacements 2021.0 packaged meat 1995.0 trash bags liners 1920.0 beers coolers 1857.0 seafood counter 1822.0 dog food care 1640.0 digestion 1617.0 red wines 1548.0 white wines 1532.0 hair care 1505.0 spirits 1453.0 diapers wipes 1413.0 cold flu allergy 1295.0 baking supplies decor 1290.0 packaged seafood 1276.0 muscles joints pain relief 1196.0 cocoa drink mixes 1161.0 frozen dessert 1143.0 mint gum 1094.0 feminine care 1091.0 more household 1084.0 bulk dried fruits vegetables 1053.0 bulk grains rice dried goods 1050.0 air fresheners candles 1033.0 deodorants 868.0 indian foods 795.0 facial care 743.0 kosher foods 644.0 ice cream toppings 642.0 skin care 605.0 shave needs 605.0 first aid 597.0 eye ear care 563.0 specialty wines champagnes 563.0 kitchen supplies 543.0 baby accessories 498.0 baby bath body care 476.0 beauty 354.0 frozen juice 247.0 Name: sum, dtype: float64
#Filter the ones that appears at least in 10% of orders
#Plotly number of orders by product - Treemap
#Define the dataset
df = df_pivot
#Define the data
treemap_trace = go.Treemap(labels=df.index[0:16], parents=[""] * len(df.index), values=df['sum'][0:16])
#Define the layout
treemap_layout = go.Layout({"margin": dict(t=35, b=10, l=5, r=5, pad=4)}, title=dict(text='Number of orders by product') )
#Create the figure
treemap_prod = go.Figure(data=treemap_trace, layout=treemap_layout)
treemap_prod.show()
#Create a list with the products that appear in both (highest itens sold and 10% of orders)
list1 = prod_freq.index[0:30]
list2 = df_pivot.index[0:16]
list_both = []
for variable in list1:
if variable in list2:
list_both.append(variable)
list_both
#With this list we can analyse 55% of the total of itens sold and that appears at least in 10% of orders;
['fresh fruits', 'fresh vegetables', 'packaged vegetables fruits', 'yogurt', 'packaged cheese', 'milk', 'water seltzer sparkling water', 'chips pretzels', 'soy lactosefree', 'bread', 'refrigerated', 'frozen produce', 'ice cream ice', 'crackers', 'eggs', 'lunch meat']
The criteria used to select the products that have highest number of itens sold and appears in the most orders. We are going to demonstrated that few products represents more than 50% sales and appears in 10% of orders. The other products have low representativeness.
#Create a dataframe to count the number of itens by product
prod_participation = df_merge.groupby("product_name")["reordered"].agg(['count'])
#Rename the columns
prod_participation = prod_participation.rename({"count":"ordered_sum"}, axis=1)
#Reset index
prod_participation.reset_index(inplace = True)
#Sort values by the most ordered
prod_participation.sort_values(by='ordered_sum', ascending=False, inplace=True)
#Create a % of itens sold of each product over the total
prod_participation['percentage'] = round(prod_participation.ordered_sum /prod_participation.ordered_sum.sum() *100,4)
#Create a cummulative % of itens sold
prod_participation['cumpercentage'] = prod_participation['percentage'].cumsum()
prod_participation
| product_name | ordered_sum | percentage | cumpercentage | |
|---|---|---|---|---|
| 50 | fresh fruits | 226039 | 11.1928 | 11.1928 |
| 53 | fresh vegetables | 212611 | 10.5279 | 21.7207 |
| 98 | packaged vegetables fruits | 109596 | 5.4269 | 27.1476 |
| 133 | yogurt | 90751 | 4.4937 | 31.6413 |
| 93 | packaged cheese | 61502 | 3.0454 | 34.6867 |
| 83 | milk | 55150 | 2.7309 | 37.4176 |
| 131 | water seltzer sparkling water | 52564 | 2.6028 | 40.0204 |
| 25 | chips pretzels | 45306 | 2.2434 | 42.2638 |
| 119 | soy lactosefree | 39389 | 1.9504 | 44.2142 |
| 11 | bread | 36381 | 1.8015 | 46.0157 |
| 110 | refrigerated | 35893 | 1.7773 | 47.7930 |
| 62 | frozen produce | 32432 | 1.6059 | 49.3989 |
| 71 | ice cream ice | 31323 | 1.5510 | 50.9499 |
| 42 | energy granola bars | 28639 | 1.4181 | 52.3680 |
| 32 | crackers | 28574 | 1.4149 | 53.7829 |
| 41 | eggs | 27986 | 1.3858 | 55.1687 |
| 80 | lunch meat | 24470 | 1.2117 | 56.3804 |
| 59 | frozen meals | 24449 | 1.2106 | 57.5910 |
| 24 | cereal | 23754 | 1.1762 | 58.7672 |
| 4 | baby food formula | 23355 | 1.1565 | 59.9237 |
| 51 | fresh herbs | 23342 | 1.1558 | 61.0795 |
| 117 | soft drinks | 22428 | 1.1106 | 62.1901 |
| 49 | fresh dips tapenades | 22175 | 1.0980 | 63.2881 |
| 118 | soup broth bouillon | 21540 | 1.0666 | 64.3547 |
| 75 | juice nectars | 20715 | 1.0257 | 65.3804 |
| 6 | baking ingredients | 20137 | 0.9971 | 66.3775 |
| 33 | cream | 19786 | 0.9797 | 67.3572 |
| 92 | other creams cheeses | 19091 | 0.9453 | 68.3025 |
| 70 | hot dogs bacon sausage | 19037 | 0.9427 | 69.2452 |
| 88 | nuts seeds dried fruit | 19026 | 0.9421 | 70.1873 |
| 18 | candy chocolate | 18735 | 0.9277 | 71.1150 |
| 124 | spreads | 18149 | 0.8987 | 72.0137 |
| 20 | canned jarred vegetables | 18025 | 0.8925 | 72.9062 |
| 96 | packaged produce | 17408 | 0.8620 | 73.7682 |
| 21 | canned meals beans | 16818 | 0.8328 | 74.6010 |
| 40 | dry pasta | 16414 | 0.8128 | 75.4138 |
| 17 | butter | 15735 | 0.7792 | 76.1930 |
| 125 | tea | 15733 | 0.7791 | 76.9721 |
| 99 | paper goods | 15422 | 0.7637 | 77.7358 |
| 12 | breakfast bakery | 15357 | 0.7604 | 78.4962 |
| 89 | oils vinegars | 15213 | 0.7533 | 79.2495 |
| 31 | cookies cakes | 14745 | 0.7301 | 79.9796 |
| 56 | frozen breakfast | 14346 | 0.7104 | 80.6900 |
| 100 | pasta sauce | 13771 | 0.6819 | 81.3719 |
| 30 | condiments | 13760 | 0.6814 | 82.0533 |
| 122 | spices seasonings | 13067 | 0.6470 | 82.7003 |
| 28 | coffee | 12823 | 0.6350 | 83.3353 |
| 74 | instant foods | 12651 | 0.6264 | 83.9617 |
| 54 | frozen appetizers sides | 12178 | 0.6030 | 84.5647 |
| 127 | tortillas flat bread | 12082 | 0.5983 | 85.1630 |
| 64 | fruit vegetable snacks | 10931 | 0.5413 | 85.7043 |
| 1 | asian foods | 10426 | 0.5163 | 86.2206 |
| 103 | popcorn jerky | 10415 | 0.5157 | 86.7363 |
| 61 | frozen pizza | 10124 | 0.5013 | 87.2376 |
| 69 | hot cereal pancake mixes | 9820 | 0.4863 | 87.7239 |
| 65 | grains rice dried goods | 8878 | 0.4396 | 88.1635 |
| 104 | poultry counter | 8131 | 0.4026 | 88.5661 |
| 126 | tofu meat alternatives | 8003 | 0.3963 | 88.9624 |
| 95 | packaged poultry | 7467 | 0.3697 | 89.3321 |
| 26 | cleaning products | 7429 | 0.3679 | 89.7000 |
| 16 | buns rolls | 6949 | 0.3441 | 90.0441 |
| 101 | pickled goods olives | 6925 | 0.3429 | 90.3870 |
| 107 | preserved dips spreads | 6866 | 0.3400 | 90.7270 |
| 39 | doughs gelatins bake mixes | 6693 | 0.3314 | 91.0584 |
| 43 | energy sports drinks | 6638 | 0.3287 | 91.3871 |
| 66 | granola | 6410 | 0.3174 | 91.7045 |
| 63 | frozen vegan vegetarian | 6321 | 0.3130 | 92.0175 |
| 105 | prepared meals | 6144 | 0.3042 | 92.3217 |
| 112 | salad dressing toppings | 6009 | 0.2975 | 92.6192 |
| 79 | laundry | 5904 | 0.2923 | 92.9115 |
| 37 | dish detergents | 5867 | 0.2905 | 93.2020 |
| 19 | canned fruit applesauce | 5458 | 0.2703 | 93.4723 |
| 120 | specialty cheeses | 5102 | 0.2526 | 93.7249 |
| 85 | missing | 4749 | 0.2352 | 93.9601 |
| 78 | latino foods | 4652 | 0.2304 | 94.1905 |
| 13 | breakfast bars pastries | 4621 | 0.2288 | 94.4193 |
| 82 | meat counter | 4472 | 0.2214 | 94.6407 |
| 60 | frozen meat seafood | 4408 | 0.2183 | 94.8590 |
| 106 | prepared soups salads | 4384 | 0.2171 | 95.0761 |
| 22 | canned meat seafood | 4212 | 0.2086 | 95.2847 |
| 68 | honeys syrups nectars | 4156 | 0.2058 | 95.4905 |
| 48 | food storage | 4144 | 0.2052 | 95.6957 |
| 90 | oral hygiene | 4018 | 0.1990 | 95.8947 |
| 116 | soap | 3918 | 0.1940 | 96.0887 |
| 81 | marinades meat preparation | 3836 | 0.1899 | 96.2786 |
| 23 | cat food care | 3835 | 0.1899 | 96.4685 |
| 9 | beers coolers | 3002 | 0.1487 | 96.6172 |
| 130 | vitamins supplements | 2912 | 0.1442 | 96.7614 |
| 102 | plates bowls cups flatware | 2671 | 0.1323 | 96.8937 |
| 10 | body lotions soap | 2507 | 0.1241 | 97.0178 |
| 55 | frozen breads doughs | 2486 | 0.1231 | 97.1409 |
| 111 | refrigerated pudding desserts | 2423 | 0.1200 | 97.2609 |
| 52 | fresh pasta | 2340 | 0.1159 | 97.3768 |
| 108 | protein meal replacements | 2257 | 0.1118 | 97.4886 |
| 91 | other | 2240 | 0.1109 | 97.5995 |
| 128 | trail mix snack mix | 2238 | 0.1108 | 97.7103 |
| 5 | bakery desserts | 2214 | 0.1096 | 97.8199 |
| 38 | dog food care | 2178 | 0.1078 | 97.9277 |
| 109 | red wines | 2135 | 0.1057 | 98.0334 |
| 94 | packaged meat | 2020 | 0.1000 | 98.1334 |
| 129 | trash bags liners | 2020 | 0.1000 | 98.2334 |
| 67 | hair care | 1909 | 0.0945 | 98.3279 |
| 132 | white wines | 1893 | 0.0937 | 98.4216 |
| 113 | seafood counter | 1843 | 0.0913 | 98.5129 |
| 123 | spirits | 1795 | 0.0889 | 98.6018 |
| 36 | digestion | 1727 | 0.0855 | 98.6873 |
| 29 | cold flu allergy | 1589 | 0.0787 | 98.7660 |
| 35 | diapers wipes | 1566 | 0.0775 | 98.8435 |
| 7 | baking supplies decor | 1451 | 0.0718 | 98.9153 |
| 84 | mint gum | 1377 | 0.0682 | 98.9835 |
| 27 | cocoa drink mixes | 1332 | 0.0660 | 99.0495 |
| 97 | packaged seafood | 1301 | 0.0644 | 99.1139 |
| 46 | feminine care | 1296 | 0.0642 | 99.1781 |
| 0 | air fresheners candles | 1258 | 0.0623 | 99.2404 |
| 87 | muscles joints pain relief | 1256 | 0.0622 | 99.3026 |
| 57 | frozen dessert | 1190 | 0.0589 | 99.3615 |
| 86 | more household | 1170 | 0.0579 | 99.4194 |
| 15 | bulk grains rice dried goods | 1074 | 0.0532 | 99.4726 |
| 14 | bulk dried fruits vegetables | 1059 | 0.0524 | 99.5250 |
| 73 | indian foods | 963 | 0.0477 | 99.5727 |
| 34 | deodorants | 924 | 0.0458 | 99.6185 |
| 45 | facial care | 843 | 0.0417 | 99.6602 |
| 72 | ice cream toppings | 706 | 0.0350 | 99.6952 |
| 77 | kosher foods | 697 | 0.0345 | 99.7297 |
| 47 | first aid | 693 | 0.0343 | 99.7640 |
| 115 | skin care | 654 | 0.0324 | 99.7964 |
| 114 | shave needs | 646 | 0.0320 | 99.8284 |
| 121 | specialty wines champagnes | 614 | 0.0304 | 99.8588 |
| 44 | eye ear care | 598 | 0.0296 | 99.8884 |
| 76 | kitchen supplies | 561 | 0.0278 | 99.9162 |
| 3 | baby bath body care | 515 | 0.0255 | 99.9417 |
| 2 | baby accessories | 504 | 0.0250 | 99.9667 |
| 8 | beauty | 387 | 0.0192 | 99.9859 |
| 58 | frozen juice | 279 | 0.0138 | 99.9997 |
#Create a dataframe only with number of orders by product and the product name
df_pivot2 = df_pivot.copy()
df_pivot2.reset_index(inplace = True)
df_pivot2 = df_pivot2[['product_name','sum']]
#Create a dataframe to merge number of itens sold with number of orders by product
prod_participation2 = pd.merge(prod_participation, df_pivot2, how='left', on='product_name')
prod_participation2['orders_percentage'] = (prod_participation2['sum']/200000)*100
prod_participation2
| product_name | ordered_sum | percentage | cumpercentage | sum | orders_percentage | |
|---|---|---|---|---|---|---|
| 0 | fresh fruits | 226039 | 11.1928 | 11.1928 | 111199.0 | 55.5995 |
| 1 | fresh vegetables | 212611 | 10.5279 | 21.7207 | 88872.0 | 44.4360 |
| 2 | packaged vegetables fruits | 109596 | 5.4269 | 27.1476 | 73083.0 | 36.5415 |
| 3 | yogurt | 90751 | 4.4937 | 31.6413 | 52735.0 | 26.3675 |
| 4 | packaged cheese | 61502 | 3.0454 | 34.6867 | 46199.0 | 23.0995 |
| 5 | milk | 55150 | 2.7309 | 37.4176 | 48665.0 | 24.3325 |
| 6 | water seltzer sparkling water | 52564 | 2.6028 | 40.0204 | 38601.0 | 19.3005 |
| 7 | chips pretzels | 45306 | 2.2434 | 42.2638 | 33887.0 | 16.9435 |
| 8 | soy lactosefree | 39389 | 1.9504 | 44.2142 | 33671.0 | 16.8355 |
| 9 | bread | 36381 | 1.8015 | 46.0157 | 32773.0 | 16.3865 |
| 10 | refrigerated | 35893 | 1.7773 | 47.7930 | 26808.0 | 13.4040 |
| 11 | frozen produce | 32432 | 1.6059 | 49.3989 | 24516.0 | 12.2580 |
| 12 | ice cream ice | 31323 | 1.5510 | 50.9499 | 22102.0 | 11.0510 |
| 13 | energy granola bars | 28639 | 1.4181 | 52.3680 | 17309.0 | 8.6545 |
| 14 | crackers | 28574 | 1.4149 | 53.7829 | 22994.0 | 11.4970 |
| 15 | eggs | 27986 | 1.3858 | 55.1687 | 27298.0 | 13.6490 |
| 16 | lunch meat | 24470 | 1.2117 | 56.3804 | 20778.0 | 10.3890 |
| 17 | frozen meals | 24449 | 1.2106 | 57.5910 | 14866.0 | 7.4330 |
| 18 | cereal | 23754 | 1.1762 | 58.7672 | 18512.0 | 9.2560 |
| 19 | baby food formula | 23355 | 1.1565 | 59.9237 | 9071.0 | 4.5355 |
| 20 | fresh herbs | 23342 | 1.1558 | 61.0795 | 18601.0 | 9.3005 |
| 21 | soft drinks | 22428 | 1.1106 | 62.1901 | 17462.0 | 8.7310 |
| 22 | fresh dips tapenades | 22175 | 1.0980 | 63.2881 | 19641.0 | 9.8205 |
| 23 | soup broth bouillon | 21540 | 1.0666 | 64.3547 | 16673.0 | 8.3365 |
| 24 | juice nectars | 20715 | 1.0257 | 65.3804 | 17879.0 | 8.9395 |
| 25 | baking ingredients | 20137 | 0.9971 | 66.3775 | 15327.0 | 7.6635 |
| 26 | cream | 19786 | 0.9797 | 67.3572 | 18321.0 | 9.1605 |
| 27 | other creams cheeses | 19091 | 0.9453 | 68.3025 | 17297.0 | 8.6485 |
| 28 | hot dogs bacon sausage | 19037 | 0.9427 | 69.2452 | 16838.0 | 8.4190 |
| 29 | nuts seeds dried fruit | 19026 | 0.9421 | 70.1873 | 16045.0 | 8.0225 |
| 30 | candy chocolate | 18735 | 0.9277 | 71.1150 | 13861.0 | 6.9305 |
| 31 | spreads | 18149 | 0.8987 | 72.0137 | 15637.0 | 7.8185 |
| 32 | canned jarred vegetables | 18025 | 0.8925 | 72.9062 | 14378.0 | 7.1890 |
| 33 | packaged produce | 17408 | 0.8620 | 73.7682 | 12454.0 | 6.2270 |
| 34 | canned meals beans | 16818 | 0.8328 | 74.6010 | 13941.0 | 6.9705 |
| 35 | dry pasta | 16414 | 0.8128 | 75.4138 | 14011.0 | 7.0055 |
| 36 | butter | 15735 | 0.7792 | 76.1930 | 14866.0 | 7.4330 |
| 37 | tea | 15733 | 0.7791 | 76.9721 | 11402.0 | 5.7010 |
| 38 | paper goods | 15422 | 0.7637 | 77.7358 | 12715.0 | 6.3575 |
| 39 | breakfast bakery | 15357 | 0.7604 | 78.4962 | 13553.0 | 6.7765 |
| 40 | oils vinegars | 15213 | 0.7533 | 79.2495 | 13470.0 | 6.7350 |
| 41 | cookies cakes | 14745 | 0.7301 | 79.9796 | 11945.0 | 5.9725 |
| 42 | frozen breakfast | 14346 | 0.7104 | 80.6900 | 12233.0 | 6.1165 |
| 43 | pasta sauce | 13771 | 0.6819 | 81.3719 | 12532.0 | 6.2660 |
| 44 | condiments | 13760 | 0.6814 | 82.0533 | 11893.0 | 5.9465 |
| 45 | spices seasonings | 13067 | 0.6470 | 82.7003 | 10433.0 | 5.2165 |
| 46 | coffee | 12823 | 0.6350 | 83.3353 | 11130.0 | 5.5650 |
| 47 | instant foods | 12651 | 0.6264 | 83.9617 | 10399.0 | 5.1995 |
| 48 | frozen appetizers sides | 12178 | 0.6030 | 84.5647 | 10375.0 | 5.1875 |
| 49 | tortillas flat bread | 12082 | 0.5983 | 85.1630 | 11291.0 | 5.6455 |
| 50 | fruit vegetable snacks | 10931 | 0.5413 | 85.7043 | 9217.0 | 4.6085 |
| 51 | asian foods | 10426 | 0.5163 | 86.2206 | 8666.0 | 4.3330 |
| 52 | popcorn jerky | 10415 | 0.5157 | 86.7363 | 9282.0 | 4.6410 |
| 53 | frozen pizza | 10124 | 0.5013 | 87.2376 | 8613.0 | 4.3065 |
| 54 | hot cereal pancake mixes | 9820 | 0.4863 | 87.7239 | 9005.0 | 4.5025 |
| 55 | grains rice dried goods | 8878 | 0.4396 | 88.1635 | 8037.0 | 4.0185 |
| 56 | poultry counter | 8131 | 0.4026 | 88.5661 | 7796.0 | 3.8980 |
| 57 | tofu meat alternatives | 8003 | 0.3963 | 88.9624 | 6572.0 | 3.2860 |
| 58 | packaged poultry | 7467 | 0.3697 | 89.3321 | 7242.0 | 3.6210 |
| 59 | cleaning products | 7429 | 0.3679 | 89.7000 | 5560.0 | 2.7800 |
| 60 | buns rolls | 6949 | 0.3441 | 90.0441 | 6420.0 | 3.2100 |
| 61 | pickled goods olives | 6925 | 0.3429 | 90.3870 | 6326.0 | 3.1630 |
| 62 | preserved dips spreads | 6866 | 0.3400 | 90.7270 | 6441.0 | 3.2205 |
| 63 | doughs gelatins bake mixes | 6693 | 0.3314 | 91.0584 | 5653.0 | 2.8265 |
| 64 | energy sports drinks | 6638 | 0.3287 | 91.3871 | 4882.0 | 2.4410 |
| 65 | granola | 6410 | 0.3174 | 91.7045 | 5630.0 | 2.8150 |
| 66 | frozen vegan vegetarian | 6321 | 0.3130 | 92.0175 | 4979.0 | 2.4895 |
| 67 | prepared meals | 6144 | 0.3042 | 92.3217 | 5417.0 | 2.7085 |
| 68 | salad dressing toppings | 6009 | 0.2975 | 92.6192 | 5304.0 | 2.6520 |
| 69 | laundry | 5904 | 0.2923 | 92.9115 | 5017.0 | 2.5085 |
| 70 | dish detergents | 5867 | 0.2905 | 93.2020 | 5444.0 | 2.7220 |
| 71 | canned fruit applesauce | 5458 | 0.2703 | 93.4723 | 4832.0 | 2.4160 |
| 72 | specialty cheeses | 5102 | 0.2526 | 93.7249 | 4805.0 | 2.4025 |
| 73 | missing | 4749 | 0.2352 | 93.9601 | 4135.0 | 2.0675 |
| 74 | latino foods | 4652 | 0.2304 | 94.1905 | 4255.0 | 2.1275 |
| 75 | breakfast bars pastries | 4621 | 0.2288 | 94.4193 | 3755.0 | 1.8775 |
| 76 | meat counter | 4472 | 0.2214 | 94.6407 | 4371.0 | 2.1855 |
| 77 | frozen meat seafood | 4408 | 0.2183 | 94.8590 | 4205.0 | 2.1025 |
| 78 | prepared soups salads | 4384 | 0.2171 | 95.0761 | 3849.0 | 1.9245 |
| 79 | canned meat seafood | 4212 | 0.2086 | 95.2847 | 3863.0 | 1.9315 |
| 80 | honeys syrups nectars | 4156 | 0.2058 | 95.4905 | 4003.0 | 2.0015 |
| 81 | food storage | 4144 | 0.2052 | 95.6957 | 3497.0 | 1.7485 |
| 82 | oral hygiene | 4018 | 0.1990 | 95.8947 | 3523.0 | 1.7615 |
| 83 | soap | 3918 | 0.1940 | 96.0887 | 3382.0 | 1.6910 |
| 84 | marinades meat preparation | 3836 | 0.1899 | 96.2786 | 3582.0 | 1.7910 |
| 85 | cat food care | 3835 | 0.1899 | 96.4685 | 2123.0 | 1.0615 |
| 86 | beers coolers | 3002 | 0.1487 | 96.6172 | 1857.0 | 0.9285 |
| 87 | vitamins supplements | 2912 | 0.1442 | 96.7614 | 2571.0 | 1.2855 |
| 88 | plates bowls cups flatware | 2671 | 0.1323 | 96.8937 | 2258.0 | 1.1290 |
| 89 | body lotions soap | 2507 | 0.1241 | 97.0178 | 2193.0 | 1.0965 |
| 90 | frozen breads doughs | 2486 | 0.1231 | 97.1409 | 2425.0 | 1.2125 |
| 91 | refrigerated pudding desserts | 2423 | 0.1200 | 97.2609 | 2042.0 | 1.0210 |
| 92 | fresh pasta | 2340 | 0.1159 | 97.3768 | 2171.0 | 1.0855 |
| 93 | protein meal replacements | 2257 | 0.1118 | 97.4886 | 2021.0 | 1.0105 |
| 94 | other | 2240 | 0.1109 | 97.5995 | 2148.0 | 1.0740 |
| 95 | trail mix snack mix | 2238 | 0.1108 | 97.7103 | 2159.0 | 1.0795 |
| 96 | bakery desserts | 2214 | 0.1096 | 97.8199 | 2092.0 | 1.0460 |
| 97 | dog food care | 2178 | 0.1078 | 97.9277 | 1640.0 | 0.8200 |
| 98 | red wines | 2135 | 0.1057 | 98.0334 | 1548.0 | 0.7740 |
| 99 | packaged meat | 2020 | 0.1000 | 98.1334 | 1995.0 | 0.9975 |
| 100 | trash bags liners | 2020 | 0.1000 | 98.2334 | 1920.0 | 0.9600 |
| 101 | hair care | 1909 | 0.0945 | 98.3279 | 1505.0 | 0.7525 |
| 102 | white wines | 1893 | 0.0937 | 98.4216 | 1532.0 | 0.7660 |
| 103 | seafood counter | 1843 | 0.0913 | 98.5129 | 1822.0 | 0.9110 |
| 104 | spirits | 1795 | 0.0889 | 98.6018 | 1453.0 | 0.7265 |
| 105 | digestion | 1727 | 0.0855 | 98.6873 | 1617.0 | 0.8085 |
| 106 | cold flu allergy | 1589 | 0.0787 | 98.7660 | 1295.0 | 0.6475 |
| 107 | diapers wipes | 1566 | 0.0775 | 98.8435 | 1413.0 | 0.7065 |
| 108 | baking supplies decor | 1451 | 0.0718 | 98.9153 | 1290.0 | 0.6450 |
| 109 | mint gum | 1377 | 0.0682 | 98.9835 | 1094.0 | 0.5470 |
| 110 | cocoa drink mixes | 1332 | 0.0660 | 99.0495 | 1161.0 | 0.5805 |
| 111 | packaged seafood | 1301 | 0.0644 | 99.1139 | 1276.0 | 0.6380 |
| 112 | feminine care | 1296 | 0.0642 | 99.1781 | 1091.0 | 0.5455 |
| 113 | air fresheners candles | 1258 | 0.0623 | 99.2404 | 1033.0 | 0.5165 |
| 114 | muscles joints pain relief | 1256 | 0.0622 | 99.3026 | 1196.0 | 0.5980 |
| 115 | frozen dessert | 1190 | 0.0589 | 99.3615 | 1143.0 | 0.5715 |
| 116 | more household | 1170 | 0.0579 | 99.4194 | 1084.0 | 0.5420 |
| 117 | bulk grains rice dried goods | 1074 | 0.0532 | 99.4726 | 1050.0 | 0.5250 |
| 118 | bulk dried fruits vegetables | 1059 | 0.0524 | 99.5250 | 1053.0 | 0.5265 |
| 119 | indian foods | 963 | 0.0477 | 99.5727 | 795.0 | 0.3975 |
| 120 | deodorants | 924 | 0.0458 | 99.6185 | 868.0 | 0.4340 |
| 121 | facial care | 843 | 0.0417 | 99.6602 | 743.0 | 0.3715 |
| 122 | ice cream toppings | 706 | 0.0350 | 99.6952 | 642.0 | 0.3210 |
| 123 | kosher foods | 697 | 0.0345 | 99.7297 | 644.0 | 0.3220 |
| 124 | first aid | 693 | 0.0343 | 99.7640 | 597.0 | 0.2985 |
| 125 | skin care | 654 | 0.0324 | 99.7964 | 605.0 | 0.3025 |
| 126 | shave needs | 646 | 0.0320 | 99.8284 | 605.0 | 0.3025 |
| 127 | specialty wines champagnes | 614 | 0.0304 | 99.8588 | 563.0 | 0.2815 |
| 128 | eye ear care | 598 | 0.0296 | 99.8884 | 563.0 | 0.2815 |
| 129 | kitchen supplies | 561 | 0.0278 | 99.9162 | 543.0 | 0.2715 |
| 130 | baby bath body care | 515 | 0.0255 | 99.9417 | 476.0 | 0.2380 |
| 131 | baby accessories | 504 | 0.0250 | 99.9667 | 498.0 | 0.2490 |
| 132 | beauty | 387 | 0.0192 | 99.9859 | 354.0 | 0.1770 |
| 133 | frozen juice | 279 | 0.0138 | 99.9997 | 247.0 | 0.1235 |
#Plot the graphic 2D
fig, ax = plt.subplots(figsize=(8,5))
#Set the data of each line
ax.plot( prod_participation2.index.tolist(), prod_participation2['cumpercentage'], '-', color='blue', label="cumm percentage of itens sold")
ax.plot( prod_participation2.index.tolist(), prod_participation2['orders_percentage'], '--', color='red', label="test1")
#Formt the grid
ax.grid(True)
#Plot layout
ax.set( xlabel='Number of Products', ylabel='% Participation',
title='Products participation')
ax.set_xticks([0, 20, 40,60,80,100,120,140])
ax.set_yticks([0, 10, 20, 30, 40,50,60,70,80,90,100])
plt.show()
#Departments more frequent by itens sold
#Create a dataframe grouped by department
grouped = df_merge.groupby("department")["order_id"].agg(['count'])
#Rename columsn
grouped = grouped.rename({"count":"Ordersitens_bydept"}, axis=1)
#Reset index
grouped.reset_index(inplace = True)
#Create a column with the % of participation of each department in total itens sold
grouped['Ratio'] = grouped["Ordersitens_bydept"].apply(lambda x: x /grouped['Ordersitens_bydept'].sum())
#Sort by the departmens with more itens sold
grouped.sort_values(by='Ordersitens_bydept', ascending=False, inplace=True)
grouped
| department | Ordersitens_bydept | Ratio | |
|---|---|---|---|
| 19 | produce | 588996 | 0.291654 |
| 7 | dairy eggs | 336915 | 0.166831 |
| 20 | snacks | 180692 | 0.089474 |
| 3 | beverages | 168126 | 0.083251 |
| 10 | frozen | 139536 | 0.069094 |
| 16 | pantry | 116262 | 0.057570 |
| 2 | bakery | 72983 | 0.036139 |
| 6 | canned goods | 66053 | 0.032708 |
| 8 | deli | 65176 | 0.032273 |
| 9 | dry goods pasta | 54054 | 0.026766 |
| 11 | household | 46446 | 0.022999 |
| 4 | breakfast | 44605 | 0.022087 |
| 13 | meat seafood | 44271 | 0.021922 |
| 17 | personal care | 28134 | 0.013931 |
| 1 | babies | 25940 | 0.012845 |
| 12 | international | 16738 | 0.008288 |
| 0 | alcohol | 9439 | 0.004674 |
| 18 | pets | 6013 | 0.002977 |
| 14 | missing | 4749 | 0.002352 |
| 15 | other | 2240 | 0.001109 |
| 5 | bulk | 2133 | 0.001056 |
#Group some departments with low participation in one label callled others
grouped['department'] = grouped['department'].replace(['personal care', 'babies', 'international','alcohol','pets',
'missing','other','bulk'],
'others')
grouped
| department | Ordersitens_bydept | Ratio | |
|---|---|---|---|
| 19 | produce | 588996 | 0.291654 |
| 7 | dairy eggs | 336915 | 0.166831 |
| 20 | snacks | 180692 | 0.089474 |
| 3 | beverages | 168126 | 0.083251 |
| 10 | frozen | 139536 | 0.069094 |
| 16 | pantry | 116262 | 0.057570 |
| 2 | bakery | 72983 | 0.036139 |
| 6 | canned goods | 66053 | 0.032708 |
| 8 | deli | 65176 | 0.032273 |
| 9 | dry goods pasta | 54054 | 0.026766 |
| 11 | household | 46446 | 0.022999 |
| 4 | breakfast | 44605 | 0.022087 |
| 13 | meat seafood | 44271 | 0.021922 |
| 17 | others | 28134 | 0.013931 |
| 1 | others | 25940 | 0.012845 |
| 12 | others | 16738 | 0.008288 |
| 0 | others | 9439 | 0.004674 |
| 18 | others | 6013 | 0.002977 |
| 14 | others | 4749 | 0.002352 |
| 15 | others | 2240 | 0.001109 |
| 5 | others | 2133 | 0.001056 |
#Plotly % of itens sold by department - Pie plot
#Define the dataset
df = grouped
#Define the labels and the data
department_labels = df['department']
department_values = df['Ratio']
department_data = dict(type='pie',labels=department_labels,
values=department_values,)
#Define the layout
department_layout = dict(title=dict(text='Orders itens by department - % share'))
#Create the figure
department_fig = go.Figure(data= department_data, layout=department_layout)
department_fig.show()
# Create dataframe to plot the number of orders by departments
df2 = df_merge.drop(["product_id", "department_id", 'add_to_cart_order','reordered','product_name'], axis=1)
# Pivot the data - lines as orders and products as columns
df_pivot_dept = pd.pivot_table(df2, index='order_id', columns='department',
aggfunc=lambda x: 1 if len(x)>0 else 0).fillna(0)
#Transpose the pivot
df_pivot_dept =df_pivot_dept.T
#Create a column to count number of orders that the department appears
df_pivot_dept['sum'] = df_pivot_dept[df_pivot_dept.columns].apply(lambda x: sum(x), axis = 1)
#Sort by number of orders.
df_pivot_dept.sort_values(by='sum', ascending=False, inplace=True)
#Show
df_pivot_dept['sum']
department produce 149613.0 dairy eggs 135120.0 beverages 91238.0 snacks 86765.0 frozen 73506.0 pantry 69509.0 bakery 54713.0 deli 47777.0 canned goods 42255.0 dry goods pasta 37238.0 meat seafood 35907.0 breakfast 32699.0 household 29535.0 personal care 19896.0 international 13798.0 babies 10910.0 alcohol 5201.0 missing 4135.0 pets 3678.0 other 2148.0 bulk 2079.0 Name: sum, dtype: float64
#Filter the deparments that appears at least in 5% of orders
#Plotly number of orders by deparment
#Define the dataset
df = df_pivot_dept
#Define the data
treemap_trace = go.Treemap(labels=df.index[0:16], parents=[""] * len(df.index), values=df['sum'][0:16])
#Define the layout
treemap_layout = go.Layout({"margin": dict(t=10, b=10, l=5, r=5, pad=4)} )
#Create the figure
treemap_dept = go.Figure(data=treemap_trace, layout=treemap_layout)
treemap_dept.show()
#Number of products reordered or not
orders_prod['reordered'].value_counts()
1 1190986 0 828515 Name: reordered, dtype: int64
#Create a dataframe groupped by reordered or not
prod_reord = df_merge.groupby("product_name")["reordered"].agg(['count','sum'])
#Rename the columns
prod_reord = prod_reord.rename({"count":"ordered_sum"}, axis=1)
prod_reord = prod_reord.rename({"sum":"reordered_sum"}, axis=1)
#Reset index
prod_reord.reset_index(inplace = True)
#Create a new column to calculate the reordered probabibility (% of reordered)
prod_reord['reorder_probability'] = (prod_reord["reordered_sum"]/prod_reord['ordered_sum'])*100
#Sort values to show the most reordered
prod_reord.sort_values(by='reorder_probability', ascending=False, inplace=True)
prod_reord
| product_name | ordered_sum | reordered_sum | reorder_probability | |
|---|---|---|---|---|
| 83 | milk | 55150 | 43162 | 78.262919 |
| 131 | water seltzer sparkling water | 52564 | 38467 | 73.181265 |
| 50 | fresh fruits | 226039 | 162355 | 71.826101 |
| 41 | eggs | 27986 | 19798 | 70.742514 |
| 119 | soy lactosefree | 39389 | 27251 | 69.184290 |
| 96 | packaged produce | 17408 | 12021 | 69.054458 |
| 33 | cream | 19786 | 13625 | 68.861821 |
| 133 | yogurt | 90751 | 62464 | 68.830096 |
| 11 | bread | 36381 | 24540 | 67.452791 |
| 110 | refrigerated | 35893 | 23854 | 66.458641 |
| 12 | breakfast bakery | 15357 | 9991 | 65.058280 |
| 43 | energy sports drinks | 6638 | 4256 | 64.115697 |
| 14 | bulk dried fruits vegetables | 1059 | 678 | 64.022663 |
| 117 | soft drinks | 22428 | 14299 | 63.755128 |
| 98 | packaged vegetables fruits | 109596 | 69872 | 63.754152 |
| 28 | coffee | 12823 | 8059 | 62.848007 |
| 128 | trail mix snack mix | 2238 | 1401 | 62.600536 |
| 104 | poultry counter | 8131 | 5084 | 62.526135 |
| 105 | prepared meals | 6144 | 3835 | 62.418620 |
| 23 | cat food care | 3835 | 2392 | 62.372881 |
| 132 | white wines | 1893 | 1179 | 62.282092 |
| 56 | frozen breakfast | 14346 | 8914 | 62.135787 |
| 49 | fresh dips tapenades | 22175 | 13639 | 61.506201 |
| 80 | lunch meat | 24470 | 15003 | 61.311810 |
| 66 | granola | 6410 | 3928 | 61.279251 |
| 95 | packaged poultry | 7467 | 4557 | 61.028526 |
| 126 | tofu meat alternatives | 8003 | 4872 | 60.877171 |
| 42 | energy granola bars | 28639 | 17181 | 59.991620 |
| 75 | juice nectars | 20715 | 12378 | 59.753802 |
| 103 | popcorn jerky | 10415 | 6201 | 59.539126 |
| 53 | fresh vegetables | 212611 | 126171 | 59.343590 |
| 4 | baby food formula | 23355 | 13847 | 59.289231 |
| 25 | chips pretzels | 45306 | 26615 | 58.744979 |
| 106 | prepared soups salads | 4384 | 2568 | 58.576642 |
| 64 | fruit vegetable snacks | 10931 | 6401 | 58.558229 |
| 93 | packaged cheese | 61502 | 35864 | 58.313551 |
| 61 | frozen pizza | 10124 | 5869 | 57.971158 |
| 17 | butter | 15735 | 9062 | 57.591357 |
| 13 | breakfast bars pastries | 4621 | 2653 | 57.411816 |
| 18 | candy chocolate | 18735 | 10731 | 57.277822 |
| 24 | cereal | 23754 | 13593 | 57.224046 |
| 38 | dog food care | 2178 | 1242 | 57.024793 |
| 32 | crackers | 28574 | 16257 | 56.894380 |
| 84 | mint gum | 1377 | 781 | 56.717502 |
| 19 | canned fruit applesauce | 5458 | 3090 | 56.614144 |
| 92 | other creams cheeses | 19091 | 10798 | 56.560683 |
| 59 | frozen meals | 24449 | 13622 | 55.715980 |
| 70 | hot dogs bacon sausage | 19037 | 10575 | 55.549719 |
| 127 | tortillas flat bread | 12082 | 6654 | 55.073663 |
| 123 | spirits | 1795 | 988 | 55.041783 |
| 31 | cookies cakes | 14745 | 8097 | 54.913530 |
| 9 | beers coolers | 3002 | 1646 | 54.830113 |
| 55 | frozen breads doughs | 2486 | 1353 | 54.424779 |
| 109 | red wines | 2135 | 1158 | 54.238876 |
| 94 | packaged meat | 2020 | 1094 | 54.158416 |
| 63 | frozen vegan vegetarian | 6321 | 3397 | 53.741497 |
| 62 | frozen produce | 32432 | 17425 | 53.727800 |
| 111 | refrigerated pudding desserts | 2423 | 1301 | 53.693768 |
| 60 | frozen meat seafood | 4408 | 2359 | 53.516334 |
| 82 | meat counter | 4472 | 2384 | 53.309481 |
| 16 | buns rolls | 6949 | 3658 | 52.640668 |
| 99 | paper goods | 15422 | 8106 | 52.561276 |
| 125 | tea | 15733 | 8268 | 52.551961 |
| 54 | frozen appetizers sides | 12178 | 6386 | 52.438824 |
| 113 | seafood counter | 1843 | 966 | 52.414542 |
| 35 | diapers wipes | 1566 | 819 | 52.298851 |
| 88 | nuts seeds dried fruit | 19026 | 9935 | 52.218017 |
| 2 | baby accessories | 504 | 260 | 51.587302 |
| 51 | fresh herbs | 23342 | 12006 | 51.435181 |
| 15 | bulk grains rice dried goods | 1074 | 552 | 51.396648 |
| 97 | packaged seafood | 1301 | 666 | 51.191391 |
| 108 | protein meal replacements | 2257 | 1149 | 50.908285 |
| 5 | bakery desserts | 2214 | 1126 | 50.858175 |
| 21 | canned meals beans | 16818 | 8513 | 50.618385 |
| 52 | fresh pasta | 2340 | 1183 | 50.555556 |
| 69 | hot cereal pancake mixes | 9820 | 4872 | 49.613035 |
| 74 | instant foods | 12651 | 6194 | 48.960556 |
| 124 | spreads | 18149 | 8845 | 48.735468 |
| 71 | ice cream ice | 31323 | 15185 | 48.478754 |
| 120 | specialty cheeses | 5102 | 2473 | 48.471188 |
| 121 | specialty wines champagnes | 614 | 293 | 47.719870 |
| 100 | pasta sauce | 13771 | 6536 | 47.462058 |
| 22 | canned meat seafood | 4212 | 1982 | 47.056030 |
| 107 | preserved dips spreads | 6866 | 3218 | 46.868628 |
| 40 | dry pasta | 16414 | 7501 | 45.698794 |
| 102 | plates bowls cups flatware | 2671 | 1188 | 44.477724 |
| 101 | pickled goods olives | 6925 | 3075 | 44.404332 |
| 36 | digestion | 1727 | 764 | 44.238564 |
| 58 | frozen juice | 279 | 121 | 43.369176 |
| 57 | frozen dessert | 1190 | 504 | 42.352941 |
| 118 | soup broth bouillon | 21540 | 9120 | 42.339833 |
| 20 | canned jarred vegetables | 18025 | 7559 | 41.936200 |
| 79 | laundry | 5904 | 2420 | 40.989160 |
| 39 | doughs gelatins bake mixes | 6693 | 2733 | 40.833707 |
| 91 | other | 2240 | 905 | 40.401786 |
| 27 | cocoa drink mixes | 1332 | 536 | 40.240240 |
| 78 | latino foods | 4652 | 1851 | 39.789338 |
| 77 | kosher foods | 697 | 275 | 39.454806 |
| 37 | dish detergents | 5867 | 2301 | 39.219363 |
| 85 | missing | 4749 | 1860 | 39.166140 |
| 65 | grains rice dried goods | 8878 | 3468 | 39.062852 |
| 73 | indian foods | 963 | 352 | 36.552440 |
| 68 | honeys syrups nectars | 4156 | 1471 | 35.394610 |
| 89 | oils vinegars | 15213 | 5359 | 35.226451 |
| 129 | trash bags liners | 2020 | 697 | 34.504950 |
| 87 | muscles joints pain relief | 1256 | 433 | 34.474522 |
| 1 | asian foods | 10426 | 3561 | 34.154997 |
| 112 | salad dressing toppings | 6009 | 2041 | 33.965718 |
| 10 | body lotions soap | 2507 | 833 | 33.226964 |
| 116 | soap | 3918 | 1301 | 33.205717 |
| 130 | vitamins supplements | 2912 | 939 | 32.245879 |
| 45 | facial care | 843 | 268 | 31.791222 |
| 90 | oral hygiene | 4018 | 1273 | 31.682429 |
| 30 | condiments | 13760 | 4266 | 31.002907 |
| 6 | baking ingredients | 20137 | 6145 | 30.515966 |
| 46 | feminine care | 1296 | 395 | 30.478395 |
| 0 | air fresheners candles | 1258 | 365 | 29.014308 |
| 26 | cleaning products | 7429 | 2144 | 28.859873 |
| 81 | marinades meat preparation | 3836 | 1066 | 27.789364 |
| 3 | baby bath body care | 515 | 143 | 27.766990 |
| 115 | skin care | 654 | 179 | 27.370031 |
| 29 | cold flu allergy | 1589 | 430 | 27.061045 |
| 72 | ice cream toppings | 706 | 184 | 26.062323 |
| 114 | shave needs | 646 | 164 | 25.386997 |
| 67 | hair care | 1909 | 481 | 25.196438 |
| 48 | food storage | 4144 | 1044 | 25.193050 |
| 86 | more household | 1170 | 293 | 25.042735 |
| 34 | deodorants | 924 | 231 | 25.000000 |
| 76 | kitchen supplies | 561 | 120 | 21.390374 |
| 8 | beauty | 387 | 81 | 20.930233 |
| 47 | first aid | 693 | 145 | 20.923521 |
| 44 | eye ear care | 598 | 125 | 20.903010 |
| 7 | baking supplies decor | 1451 | 249 | 17.160579 |
| 122 | spices seasonings | 13067 | 1985 | 15.190939 |
#filter only the 30 most reordered
prod_reord_top30 = prod_reord[0:30]
prod_reord_top30
| product_name | ordered_sum | reordered_sum | reorder_probability | |
|---|---|---|---|---|
| 83 | milk | 55150 | 43162 | 78.262919 |
| 131 | water seltzer sparkling water | 52564 | 38467 | 73.181265 |
| 50 | fresh fruits | 226039 | 162355 | 71.826101 |
| 41 | eggs | 27986 | 19798 | 70.742514 |
| 119 | soy lactosefree | 39389 | 27251 | 69.184290 |
| 96 | packaged produce | 17408 | 12021 | 69.054458 |
| 33 | cream | 19786 | 13625 | 68.861821 |
| 133 | yogurt | 90751 | 62464 | 68.830096 |
| 11 | bread | 36381 | 24540 | 67.452791 |
| 110 | refrigerated | 35893 | 23854 | 66.458641 |
| 12 | breakfast bakery | 15357 | 9991 | 65.058280 |
| 43 | energy sports drinks | 6638 | 4256 | 64.115697 |
| 14 | bulk dried fruits vegetables | 1059 | 678 | 64.022663 |
| 117 | soft drinks | 22428 | 14299 | 63.755128 |
| 98 | packaged vegetables fruits | 109596 | 69872 | 63.754152 |
| 28 | coffee | 12823 | 8059 | 62.848007 |
| 128 | trail mix snack mix | 2238 | 1401 | 62.600536 |
| 104 | poultry counter | 8131 | 5084 | 62.526135 |
| 105 | prepared meals | 6144 | 3835 | 62.418620 |
| 23 | cat food care | 3835 | 2392 | 62.372881 |
| 132 | white wines | 1893 | 1179 | 62.282092 |
| 56 | frozen breakfast | 14346 | 8914 | 62.135787 |
| 49 | fresh dips tapenades | 22175 | 13639 | 61.506201 |
| 80 | lunch meat | 24470 | 15003 | 61.311810 |
| 66 | granola | 6410 | 3928 | 61.279251 |
| 95 | packaged poultry | 7467 | 4557 | 61.028526 |
| 126 | tofu meat alternatives | 8003 | 4872 | 60.877171 |
| 42 | energy granola bars | 28639 | 17181 | 59.991620 |
| 75 | juice nectars | 20715 | 12378 | 59.753802 |
| 103 | popcorn jerky | 10415 | 6201 | 59.539126 |
#Plotly Visualization
#Define the data to plot
data_bar = (dict(type='bar',
y = prod_reord_top30['reorder_probability'],
x = prod_reord_top30['product_name'],
marker_color='lightseagreen',
showlegend=False
)
)
#Define layout
layout_bar = dict(title=dict(
text='Products most reordered'
),
yaxis=dict(title='% Reorder Probability'),
title_x=0.5,
)
#Create the figure
fig_bar = go.Figure(data=data_bar, layout=layout_bar)
fig_bar.show()
#Create a new dataframe to merge products information and orders information(dow, hour_of_day)
df_merge2 = pd.merge(df_merge, orders, how='left', on='order_id')
df_merge2
| order_id | product_id | add_to_cart_order | reordered | department_id | product_name | department | user_id | order_number | order_dow | order_hour_of_day | days_since_prior_order | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 10 | 24 | 1 | 1 | 4 | fresh fruits | produce | 135442 | 4 | 6 | 8 | 8.0 |
| 1 | 10 | 83 | 2 | 1 | 4 | fresh vegetables | produce | 135442 | 4 | 6 | 8 | 8.0 |
| 2 | 10 | 16 | 3 | 0 | 4 | fresh herbs | produce | 135442 | 4 | 6 | 8 | 8.0 |
| 3 | 10 | 24 | 4 | 1 | 4 | fresh fruits | produce | 135442 | 4 | 6 | 8 | 8.0 |
| 4 | 10 | 83 | 5 | 1 | 4 | fresh vegetables | produce | 135442 | 4 | 6 | 8 | 8.0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 2019496 | 3420578 | 66 | 17 | 0 | 6 | asian foods | international | 6586 | 6 | 5 | 21 | 5.0 |
| 2019497 | 3420578 | 16 | 18 | 1 | 4 | fresh herbs | produce | 6586 | 6 | 5 | 21 | 5.0 |
| 2019498 | 3420693 | 37 | 1 | 0 | 1 | ice cream ice | frozen | 68287 | 15 | 6 | 15 | 6.0 |
| 2019499 | 3420693 | 37 | 2 | 0 | 1 | ice cream ice | frozen | 68287 | 15 | 6 | 15 | 6.0 |
| 2019500 | 3420693 | 37 | 3 | 0 | 1 | ice cream ice | frozen | 68287 | 15 | 6 | 15 | 6.0 |
2019501 rows × 12 columns
#Create a function to return the number of orders by day of week or per hour of the day to be use in the app
def frequent_time_prod(option, product):
df = df_merge2[df_merge2['product_name']==product]
if option == "Day of week":
freq = df['order_dow'].value_counts()
elif option == 'Hour of the day':
freq = df['order_hour_of_day'].value_counts()
return freq
#Create a function with a bar plotly vizualization with the option by user choose 'day of week' or 'hour of the day'
#Also chose the product
def update_barplot_prod(option, product):
data_bar = (dict(type='bar',
x=frequent_time_prod(option, product).index,
y=frequent_time_prod(option, product).values,
marker_color=' cornflowerblue',
showlegend=False))
layout_bar = dict(title=dict(
text=f'Frequency by {option} - {product}'),
xaxis=dict(title=f'{option}'),
yaxis=dict(title='Itens sold'),
title_x=0.5)
fig_bar_prod = go.Figure(data=data_bar, layout=layout_bar)
return fig_bar_prod
#test the function. Set option = hour of the day and Fresh fruits
update_barplot_prod("Hour of the day",'fresh fruits')
# Pivot the data - lines as orders and products as columns
pt = pd.pivot_table(df1, index='order_id', columns='product_name',
aggfunc=lambda x: 1 if len(x)>0 else 0).fillna(0)
# Show dataframe
pt
| product_name | air fresheners candles | asian foods | baby accessories | baby bath body care | baby food formula | bakery desserts | baking ingredients | baking supplies decor | beauty | beers coolers | body lotions soap | bread | breakfast bakery | breakfast bars pastries | bulk dried fruits vegetables | bulk grains rice dried goods | buns rolls | butter | candy chocolate | canned fruit applesauce | canned jarred vegetables | canned meals beans | canned meat seafood | cat food care | cereal | chips pretzels | cleaning products | cocoa drink mixes | coffee | cold flu allergy | condiments | cookies cakes | crackers | cream | deodorants | diapers wipes | digestion | dish detergents | dog food care | doughs gelatins bake mixes | dry pasta | eggs | energy granola bars | energy sports drinks | eye ear care | facial care | feminine care | first aid | food storage | fresh dips tapenades | fresh fruits | fresh herbs | fresh pasta | fresh vegetables | frozen appetizers sides | frozen breads doughs | frozen breakfast | frozen dessert | frozen juice | frozen meals | frozen meat seafood | frozen pizza | frozen produce | frozen vegan vegetarian | fruit vegetable snacks | grains rice dried goods | granola | hair care | honeys syrups nectars | hot cereal pancake mixes | hot dogs bacon sausage | ice cream ice | ice cream toppings | indian foods | instant foods | juice nectars | kitchen supplies | kosher foods | latino foods | laundry | lunch meat | marinades meat preparation | meat counter | milk | mint gum | missing | more household | muscles joints pain relief | nuts seeds dried fruit | oils vinegars | oral hygiene | other | other creams cheeses | packaged cheese | packaged meat | packaged poultry | packaged produce | packaged seafood | packaged vegetables fruits | paper goods | pasta sauce | pickled goods olives | plates bowls cups flatware | popcorn jerky | poultry counter | prepared meals | prepared soups salads | preserved dips spreads | protein meal replacements | red wines | refrigerated | refrigerated pudding desserts | salad dressing toppings | seafood counter | shave needs | skin care | soap | soft drinks | soup broth bouillon | soy lactosefree | specialty cheeses | specialty wines champagnes | spices seasonings | spirits | spreads | tea | tofu meat alternatives | tortillas flat bread | trail mix snack mix | trash bags liners | vitamins supplements | water seltzer sparkling water | white wines | yogurt |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| order_id | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 10 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 11 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 28 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| 38 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 56 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 3420991 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 3421019 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 3421027 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| 3421074 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 3421080 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
200000 rows × 134 columns
# Compute frequent items using the Apriori algorithm
frequent_itemsets = apriori(pt, min_support=0.03, use_colnames=True)
# Show dataframe
frequent_itemsets
| support | itemsets | |
|---|---|---|
| 0 | 0.043330 | (asian foods) |
| 1 | 0.045355 | (baby food formula) |
| 2 | 0.076635 | (baking ingredients) |
| 3 | 0.163865 | (bread) |
| 4 | 0.067765 | (breakfast bakery) |
| 5 | 0.032100 | (buns rolls) |
| 6 | 0.074330 | (butter) |
| 7 | 0.069305 | (candy chocolate) |
| 8 | 0.071890 | (canned jarred vegetables) |
| 9 | 0.069705 | (canned meals beans) |
| 10 | 0.092560 | (cereal) |
| 11 | 0.169435 | (chips pretzels) |
| 12 | 0.055650 | (coffee) |
| 13 | 0.059465 | (condiments) |
| 14 | 0.059725 | (cookies cakes) |
| 15 | 0.114970 | (crackers) |
| 16 | 0.091605 | (cream) |
| 17 | 0.070055 | (dry pasta) |
| 18 | 0.136490 | (eggs) |
| 19 | 0.086545 | (energy granola bars) |
| 20 | 0.098205 | (fresh dips tapenades) |
| 21 | 0.555995 | (fresh fruits) |
| 22 | 0.093005 | (fresh herbs) |
| 23 | 0.444360 | (fresh vegetables) |
| 24 | 0.051875 | (frozen appetizers sides) |
| 25 | 0.061165 | (frozen breakfast) |
| 26 | 0.074330 | (frozen meals) |
| 27 | 0.043065 | (frozen pizza) |
| 28 | 0.122580 | (frozen produce) |
| 29 | 0.046085 | (fruit vegetable snacks) |
| 30 | 0.040185 | (grains rice dried goods) |
| 31 | 0.045025 | (hot cereal pancake mixes) |
| 32 | 0.084190 | (hot dogs bacon sausage) |
| 33 | 0.110510 | (ice cream ice) |
| 34 | 0.051995 | (instant foods) |
| 35 | 0.089395 | (juice nectars) |
| 36 | 0.103890 | (lunch meat) |
| 37 | 0.243325 | (milk) |
| 38 | 0.080225 | (nuts seeds dried fruit) |
| 39 | 0.067350 | (oils vinegars) |
| 40 | 0.086485 | (other creams cheeses) |
| 41 | 0.230995 | (packaged cheese) |
| 42 | 0.036210 | (packaged poultry) |
| 43 | 0.062270 | (packaged produce) |
| 44 | 0.365415 | (packaged vegetables fruits) |
| 45 | 0.063575 | (paper goods) |
| 46 | 0.062660 | (pasta sauce) |
| 47 | 0.031630 | (pickled goods olives) |
| 48 | 0.046410 | (popcorn jerky) |
| 49 | 0.038980 | (poultry counter) |
| 50 | 0.032205 | (preserved dips spreads) |
| 51 | 0.134040 | (refrigerated) |
| 52 | 0.087310 | (soft drinks) |
| 53 | 0.083365 | (soup broth bouillon) |
| 54 | 0.168355 | (soy lactosefree) |
| 55 | 0.052165 | (spices seasonings) |
| 56 | 0.078185 | (spreads) |
| 57 | 0.057010 | (tea) |
| 58 | 0.032860 | (tofu meat alternatives) |
| 59 | 0.056455 | (tortillas flat bread) |
| 60 | 0.193005 | (water seltzer sparkling water) |
| 61 | 0.263675 | (yogurt) |
| 62 | 0.033810 | (baby food formula, fresh fruits) |
| 63 | 0.047305 | (baking ingredients, fresh fruits) |
| 64 | 0.043790 | (baking ingredients, fresh vegetables) |
| 65 | 0.032645 | (baking ingredients, packaged vegetables fruits) |
| 66 | 0.040185 | (bread, chips pretzels) |
| 67 | 0.036510 | (bread, eggs) |
| 68 | 0.112410 | (bread, fresh fruits) |
| 69 | 0.091590 | (bread, fresh vegetables) |
| 70 | 0.033565 | (bread, lunch meat) |
| 71 | 0.059705 | (milk, bread) |
| 72 | 0.059690 | (bread, packaged cheese) |
| 73 | 0.077055 | (bread, packaged vegetables fruits) |
| 74 | 0.035565 | (bread, soy lactosefree) |
| 75 | 0.033540 | (bread, water seltzer sparkling water) |
| 76 | 0.061840 | (bread, yogurt) |
| 77 | 0.045680 | (breakfast bakery, fresh fruits) |
| 78 | 0.033220 | (breakfast bakery, fresh vegetables) |
| 79 | 0.048920 | (butter, fresh fruits) |
| 80 | 0.044580 | (butter, fresh vegetables) |
| 81 | 0.033730 | (butter, packaged vegetables fruits) |
| 82 | 0.039820 | (fresh fruits, candy chocolate) |
| 83 | 0.048880 | (fresh fruits, canned jarred vegetables) |
| 84 | 0.055055 | (canned jarred vegetables, fresh vegetables) |
| 85 | 0.037835 | (packaged vegetables fruits, canned jarred veg... |
| 86 | 0.049890 | (canned meals beans, fresh fruits) |
| 87 | 0.050435 | (canned meals beans, fresh vegetables) |
| 88 | 0.037670 | (packaged vegetables fruits, canned meals beans) |
| 89 | 0.059620 | (cereal, fresh fruits) |
| 90 | 0.043325 | (cereal, fresh vegetables) |
| 91 | 0.035920 | (milk, cereal) |
| 92 | 0.030985 | (packaged cheese, cereal) |
| 93 | 0.039750 | (packaged vegetables fruits, cereal) |
| 94 | 0.036675 | (cereal, yogurt) |
| 95 | 0.035630 | (chips pretzels, crackers) |
| 96 | 0.035200 | (chips pretzels, fresh dips tapenades) |
| 97 | 0.106300 | (chips pretzels, fresh fruits) |
| 98 | 0.082245 | (chips pretzels, fresh vegetables) |
| 99 | 0.048915 | (milk, chips pretzels) |
| 100 | 0.056405 | (packaged cheese, chips pretzels) |
| 101 | 0.073545 | (packaged vegetables fruits, chips pretzels) |
| 102 | 0.032145 | (chips pretzels, refrigerated) |
| 103 | 0.035170 | (soy lactosefree, chips pretzels) |
| 104 | 0.041055 | (water seltzer sparkling water, chips pretzels) |
| 105 | 0.056980 | (chips pretzels, yogurt) |
| 106 | 0.031855 | (fresh fruits, coffee) |
| 107 | 0.036830 | (fresh fruits, condiments) |
| 108 | 0.036290 | (condiments, fresh vegetables) |
| 109 | 0.034610 | (cookies cakes, fresh fruits) |
| 110 | 0.075480 | (fresh fruits, crackers) |
| 111 | 0.057335 | (crackers, fresh vegetables) |
| 112 | 0.036175 | (milk, crackers) |
| 113 | 0.043875 | (packaged cheese, crackers) |
| 114 | 0.052650 | (packaged vegetables fruits, crackers) |
| 115 | 0.043040 | (crackers, yogurt) |
| 116 | 0.057010 | (fresh fruits, cream) |
| 117 | 0.044830 | (cream, fresh vegetables) |
| 118 | 0.033915 | (milk, cream) |
| 119 | 0.037260 | (packaged vegetables fruits, cream) |
| 120 | 0.031030 | (cream, yogurt) |
| 121 | 0.048095 | (dry pasta, fresh fruits) |
| 122 | 0.047235 | (dry pasta, fresh vegetables) |
| 123 | 0.036440 | (packaged vegetables fruits, dry pasta) |
| 124 | 0.095325 | (eggs, fresh fruits) |
| 125 | 0.084310 | (eggs, fresh vegetables) |
| 126 | 0.047795 | (milk, eggs) |
| 127 | 0.045435 | (eggs, packaged cheese) |
| 128 | 0.068650 | (eggs, packaged vegetables fruits) |
| 129 | 0.030170 | (soy lactosefree, eggs) |
| 130 | 0.049905 | (eggs, yogurt) |
| 131 | 0.059450 | (fresh fruits, energy granola bars) |
| 132 | 0.040640 | (energy granola bars, fresh vegetables) |
| 133 | 0.039500 | (packaged vegetables fruits, energy granola bars) |
| 134 | 0.034610 | (energy granola bars, yogurt) |
| 135 | 0.069040 | (fresh fruits, fresh dips tapenades) |
| 136 | 0.057955 | (fresh dips tapenades, fresh vegetables) |
| 137 | 0.034370 | (packaged cheese, fresh dips tapenades) |
| 138 | 0.053785 | (packaged vegetables fruits, fresh dips tapena... |
| 139 | 0.037500 | (fresh dips tapenades, yogurt) |
| 140 | 0.070135 | (fresh fruits, fresh herbs) |
| 141 | 0.317560 | (fresh fruits, fresh vegetables) |
| 142 | 0.033035 | (frozen appetizers sides, fresh fruits) |
| 143 | 0.042035 | (fresh fruits, frozen breakfast) |
| 144 | 0.044090 | (frozen meals, fresh fruits) |
| 145 | 0.089235 | (frozen produce, fresh fruits) |
| 146 | 0.031460 | (fruit vegetable snacks, fresh fruits) |
| 147 | 0.031740 | (hot cereal pancake mixes, fresh fruits) |
| 148 | 0.054425 | (hot dogs bacon sausage, fresh fruits) |
| 149 | 0.064485 | (fresh fruits, ice cream ice) |
| 150 | 0.033840 | (fresh fruits, instant foods) |
| 151 | 0.055600 | (juice nectars, fresh fruits) |
| 152 | 0.072290 | (lunch meat, fresh fruits) |
| 153 | 0.164310 | (milk, fresh fruits) |
| 154 | 0.054750 | (nuts seeds dried fruit, fresh fruits) |
| 155 | 0.042885 | (oils vinegars, fresh fruits) |
| 156 | 0.056630 | (other creams cheeses, fresh fruits) |
| 157 | 0.155900 | (packaged cheese, fresh fruits) |
| 158 | 0.039945 | (packaged produce, fresh fruits) |
| 159 | 0.269870 | (packaged vegetables fruits, fresh fruits) |
| 160 | 0.032090 | (paper goods, fresh fruits) |
| 161 | 0.042840 | (fresh fruits, pasta sauce) |
| 162 | 0.086430 | (fresh fruits, refrigerated) |
| 163 | 0.039585 | (soft drinks, fresh fruits) |
| 164 | 0.053880 | (soup broth bouillon, fresh fruits) |
| 165 | 0.117480 | (soy lactosefree, fresh fruits) |
| 166 | 0.033220 | (spices seasonings, fresh fruits) |
| 167 | 0.053560 | (fresh fruits, spreads) |
| 168 | 0.033720 | (fresh fruits, tea) |
| 169 | 0.039205 | (fresh fruits, tortillas flat bread) |
| 170 | 0.111045 | (water seltzer sparkling water, fresh fruits) |
| 171 | 0.188225 | (fresh fruits, yogurt) |
| 172 | 0.078655 | (fresh herbs, fresh vegetables) |
| 173 | 0.030290 | (packaged cheese, fresh herbs) |
| 174 | 0.052535 | (packaged vegetables fruits, fresh herbs) |
| 175 | 0.032285 | (frozen breakfast, fresh vegetables) |
| 176 | 0.034625 | (frozen meals, fresh vegetables) |
| 177 | 0.077750 | (frozen produce, fresh vegetables) |
| 178 | 0.049460 | (hot dogs bacon sausage, fresh vegetables) |
| 179 | 0.051995 | (ice cream ice, fresh vegetables) |
| 180 | 0.042775 | (juice nectars, fresh vegetables) |
| 181 | 0.060095 | (lunch meat, fresh vegetables) |
| 182 | 0.124715 | (milk, fresh vegetables) |
| 183 | 0.041775 | (nuts seeds dried fruit, fresh vegetables) |
| 184 | 0.042610 | (oils vinegars, fresh vegetables) |
| 185 | 0.052105 | (other creams cheeses, fresh vegetables) |
| 186 | 0.135850 | (packaged cheese, fresh vegetables) |
| 187 | 0.234555 | (packaged vegetables fruits, fresh vegetables) |
| 188 | 0.041005 | (pasta sauce, fresh vegetables) |
| 189 | 0.065825 | (refrigerated, fresh vegetables) |
| 190 | 0.055380 | (soup broth bouillon, fresh vegetables) |
| 191 | 0.094120 | (soy lactosefree, fresh vegetables) |
| 192 | 0.036660 | (spices seasonings, fresh vegetables) |
| 193 | 0.040795 | (spreads, fresh vegetables) |
| 194 | 0.036525 | (tortillas flat bread, fresh vegetables) |
| 195 | 0.083355 | (water seltzer sparkling water, fresh vegetables) |
| 196 | 0.144660 | (yogurt, fresh vegetables) |
| 197 | 0.031925 | (frozen meals, packaged vegetables fruits) |
| 198 | 0.035660 | (milk, frozen produce) |
| 199 | 0.038850 | (frozen produce, packaged cheese) |
| 200 | 0.066985 | (frozen produce, packaged vegetables fruits) |
| 201 | 0.032885 | (soy lactosefree, frozen produce) |
| 202 | 0.045295 | (frozen produce, yogurt) |
| 203 | 0.031280 | (hot dogs bacon sausage, packaged cheese) |
| 204 | 0.040315 | (hot dogs bacon sausage, packaged vegetables f... |
| 205 | 0.030960 | (milk, ice cream ice) |
| 206 | 0.033045 | (packaged cheese, ice cream ice) |
| 207 | 0.043735 | (packaged vegetables fruits, ice cream ice) |
| 208 | 0.036035 | (ice cream ice, yogurt) |
| 209 | 0.037425 | (juice nectars, packaged vegetables fruits) |
| 210 | 0.030060 | (juice nectars, yogurt) |
| 211 | 0.035760 | (milk, lunch meat) |
| 212 | 0.045205 | (lunch meat, packaged cheese) |
| 213 | 0.053225 | (lunch meat, packaged vegetables fruits) |
| 214 | 0.039605 | (lunch meat, yogurt) |
| 215 | 0.030955 | (milk, other creams cheeses) |
| 216 | 0.078170 | (milk, packaged cheese) |
| 217 | 0.107425 | (milk, packaged vegetables fruits) |
| 218 | 0.040280 | (milk, refrigerated) |
| 219 | 0.041220 | (milk, soy lactosefree) |
| 220 | 0.046610 | (milk, water seltzer sparkling water) |
| 221 | 0.095705 | (milk, yogurt) |
| 222 | 0.038315 | (nuts seeds dried fruit, packaged vegetables f... |
| 223 | 0.031680 | (packaged vegetables fruits, oils vinegars) |
| 224 | 0.036400 | (packaged cheese, other creams cheeses) |
| 225 | 0.040265 | (packaged vegetables fruits, other creams chee... |
| 226 | 0.032155 | (other creams cheeses, yogurt) |
| 227 | 0.114610 | (packaged cheese, packaged vegetables fruits) |
| 228 | 0.037880 | (packaged cheese, refrigerated) |
| 229 | 0.046265 | (soy lactosefree, packaged cheese) |
| 230 | 0.048255 | (water seltzer sparkling water, packaged cheese) |
| 231 | 0.088520 | (packaged cheese, yogurt) |
| 232 | 0.032595 | (packaged vegetables fruits, pasta sauce) |
| 233 | 0.058705 | (packaged vegetables fruits, refrigerated) |
| 234 | 0.041045 | (packaged vegetables fruits, soup broth bouillon) |
| 235 | 0.081385 | (soy lactosefree, packaged vegetables fruits) |
| 236 | 0.036465 | (packaged vegetables fruits, spreads) |
| 237 | 0.073715 | (water seltzer sparkling water, packaged veget... |
| 238 | 0.127910 | (packaged vegetables fruits, yogurt) |
| 239 | 0.030175 | (soy lactosefree, refrigerated) |
| 240 | 0.032250 | (water seltzer sparkling water, refrigerated) |
| 241 | 0.047175 | (refrigerated, yogurt) |
| 242 | 0.037075 | (water seltzer sparkling water, soy lactosefree) |
| 243 | 0.058195 | (soy lactosefree, yogurt) |
| 244 | 0.056185 | (water seltzer sparkling water, yogurt) |
| 245 | 0.032470 | (baking ingredients, fresh fruits, fresh veget... |
| 246 | 0.072365 | (bread, fresh fruits, fresh vegetables) |
| 247 | 0.045210 | (milk, bread, fresh fruits) |
| 248 | 0.044665 | (bread, packaged cheese, fresh fruits) |
| 249 | 0.062430 | (bread, packaged vegetables fruits, fresh fruits) |
| 250 | 0.048950 | (bread, fresh fruits, yogurt) |
| 251 | 0.035350 | (milk, bread, fresh vegetables) |
| 252 | 0.037740 | (bread, packaged cheese, fresh vegetables) |
| 253 | 0.053835 | (bread, packaged vegetables fruits, fresh vege... |
| 254 | 0.038560 | (bread, yogurt, fresh vegetables) |
| 255 | 0.031295 | (milk, bread, packaged vegetables fruits) |
| 256 | 0.033280 | (bread, packaged cheese, packaged vegetables f... |
| 257 | 0.034755 | (bread, packaged vegetables fruits, yogurt) |
| 258 | 0.033965 | (butter, fresh fruits, fresh vegetables) |
| 259 | 0.040955 | (fresh fruits, canned jarred vegetables, fresh... |
| 260 | 0.031925 | (packaged vegetables fruits, canned jarred veg... |
| 261 | 0.039670 | (canned meals beans, fresh fruits, fresh veget... |
| 262 | 0.030560 | (canned meals beans, packaged vegetables fruit... |
| 263 | 0.030555 | (packaged vegetables fruits, canned meals bean... |
| 264 | 0.034865 | (cereal, fresh fruits, fresh vegetables) |
| 265 | 0.031780 | (packaged vegetables fruits, cereal, fresh fru... |
| 266 | 0.063685 | (chips pretzels, fresh fruits, fresh vegetables) |
| 267 | 0.036000 | (milk, chips pretzels, fresh fruits) |
| 268 | 0.040565 | (packaged cheese, chips pretzels, fresh fruits) |
| 269 | 0.057595 | (packaged vegetables fruits, chips pretzels, f... |
| 270 | 0.044025 | (chips pretzels, fresh fruits, yogurt) |
| 271 | 0.033535 | (packaged cheese, chips pretzels, fresh vegeta... |
| 272 | 0.048105 | (packaged vegetables fruits, chips pretzels, f... |
| 273 | 0.032885 | (yogurt, chips pretzels, fresh vegetables) |
| 274 | 0.030665 | (packaged cheese, packaged vegetables fruits, ... |
| 275 | 0.031465 | (packaged vegetables fruits, chips pretzels, y... |
| 276 | 0.045875 | (fresh fruits, crackers, fresh vegetables) |
| 277 | 0.032260 | (packaged cheese, fresh fruits, crackers) |
| 278 | 0.042385 | (packaged vegetables fruits, fresh fruits, cra... |
| 279 | 0.033385 | (fresh fruits, crackers, yogurt) |
| 280 | 0.035225 | (packaged vegetables fruits, crackers, fresh v... |
| 281 | 0.033990 | (fresh fruits, cream, fresh vegetables) |
| 282 | 0.036115 | (dry pasta, fresh fruits, fresh vegetables) |
| 283 | 0.066145 | (eggs, fresh fruits, fresh vegetables) |
| 284 | 0.036475 | (milk, eggs, fresh fruits) |
| 285 | 0.034460 | (eggs, fresh fruits, packaged cheese) |
| 286 | 0.055045 | (eggs, packaged vegetables fruits, fresh fruits) |
| 287 | 0.040000 | (eggs, fresh fruits, yogurt) |
| 288 | 0.030660 | (milk, eggs, fresh vegetables) |
| 289 | 0.031160 | (eggs, fresh vegetables, packaged cheese) |
| 290 | 0.050675 | (eggs, packaged vegetables fruits, fresh veget... |
| 291 | 0.033470 | (eggs, yogurt, fresh vegetables) |
| 292 | 0.033845 | (fresh fruits, energy granola bars, fresh vege... |
| 293 | 0.032945 | (packaged vegetables fruits, fresh fruits, ene... |
| 294 | 0.046625 | (fresh fruits, fresh dips tapenades, fresh veg... |
| 295 | 0.043245 | (packaged vegetables fruits, fresh fruits, fre... |
| 296 | 0.030350 | (fresh fruits, fresh dips tapenades, yogurt) |
| 297 | 0.038095 | (packaged vegetables fruits, fresh dips tapena... |
| 298 | 0.061815 | (fresh fruits, fresh herbs, fresh vegetables) |
| 299 | 0.043490 | (packaged vegetables fruits, fresh fruits, fre... |
| 300 | 0.062170 | (frozen produce, fresh fruits, fresh vegetables) |
| 301 | 0.037215 | (hot dogs bacon sausage, fresh fruits, fresh v... |
| 302 | 0.038700 | (fresh fruits, ice cream ice, fresh vegetables) |
| 303 | 0.033055 | (juice nectars, fresh fruits, fresh vegetables) |
| 304 | 0.047870 | (lunch meat, fresh fruits, fresh vegetables) |
| 305 | 0.099590 | (milk, fresh fruits, fresh vegetables) |
| 306 | 0.034350 | (nuts seeds dried fruit, fresh fruits, fresh v... |
| 307 | 0.031600 | (oils vinegars, fresh fruits, fresh vegetables) |
| 308 | 0.039015 | (other creams cheeses, fresh fruits, fresh veg... |
| 309 | 0.104570 | (packaged cheese, fresh fruits, fresh vegetables) |
| 310 | 0.186580 | (packaged vegetables fruits, fresh fruits, fre... |
| 311 | 0.031430 | (fresh fruits, pasta sauce, fresh vegetables) |
| 312 | 0.051445 | (refrigerated, fresh fruits, fresh vegetables) |
| 313 | 0.040940 | (soup broth bouillon, fresh fruits, fresh vege... |
| 314 | 0.075620 | (soy lactosefree, fresh fruits, fresh vegetables) |
| 315 | 0.032885 | (fresh fruits, fresh vegetables, spreads) |
| 316 | 0.063235 | (water seltzer sparkling water, fresh fruits, ... |
| 317 | 0.118420 | (yogurt, fresh fruits, fresh vegetables) |
| 318 | 0.030715 | (frozen produce, packaged cheese, fresh fruits) |
| 319 | 0.054415 | (frozen produce, packaged vegetables fruits, f... |
| 320 | 0.036900 | (frozen produce, fresh fruits, yogurt) |
| 321 | 0.031455 | (hot dogs bacon sausage, packaged vegetables f... |
| 322 | 0.033125 | (packaged vegetables fruits, fresh fruits, ice... |
| 323 | 0.033515 | (lunch meat, fresh fruits, packaged cheese) |
| 324 | 0.043000 | (lunch meat, packaged vegetables fruits, fresh... |
| 325 | 0.032140 | (lunch meat, fresh fruits, yogurt) |
| 326 | 0.059885 | (milk, packaged cheese, fresh fruits) |
| 327 | 0.087450 | (milk, packaged vegetables fruits, fresh fruits) |
| 328 | 0.031440 | (milk, soy lactosefree, fresh fruits) |
| 329 | 0.033700 | (milk, water seltzer sparkling water, fresh fr... |
| 330 | 0.074860 | (milk, fresh fruits, yogurt) |
| 331 | 0.031575 | (nuts seeds dried fruit, packaged vegetables f... |
| 332 | 0.031435 | (packaged vegetables fruits, other creams chee... |
| 333 | 0.090715 | (packaged cheese, packaged vegetables fruits, ... |
| 334 | 0.036390 | (soy lactosefree, packaged cheese, fresh fruits) |
| 335 | 0.034565 | (water seltzer sparkling water, packaged chees... |
| 336 | 0.070020 | (packaged cheese, fresh fruits, yogurt) |
| 337 | 0.046595 | (packaged vegetables fruits, fresh fruits, ref... |
| 338 | 0.031405 | (packaged vegetables fruits, soup broth bouill... |
| 339 | 0.066960 | (soy lactosefree, packaged vegetables fruits, ... |
| 340 | 0.056550 | (water seltzer sparkling water, packaged veget... |
| 341 | 0.105790 | (packaged vegetables fruits, fresh fruits, yog... |
| 342 | 0.036030 | (refrigerated, fresh fruits, yogurt) |
| 343 | 0.046075 | (soy lactosefree, fresh fruits, yogurt) |
| 344 | 0.041895 | (water seltzer sparkling water, fresh fruits, ... |
| 345 | 0.046980 | (packaged vegetables fruits, fresh herbs, fres... |
| 346 | 0.048895 | (frozen produce, packaged vegetables fruits, f... |
| 347 | 0.031330 | (frozen produce, yogurt, fresh vegetables) |
| 348 | 0.037600 | (lunch meat, packaged vegetables fruits, fresh... |
| 349 | 0.049305 | (milk, packaged cheese, fresh vegetables) |
| 350 | 0.073075 | (milk, packaged vegetables fruits, fresh veget... |
| 351 | 0.056510 | (milk, yogurt, fresh vegetables) |
| 352 | 0.081970 | (packaged cheese, packaged vegetables fruits, ... |
| 353 | 0.030345 | (soy lactosefree, packaged cheese, fresh veget... |
| 354 | 0.057195 | (packaged cheese, yogurt, fresh vegetables) |
| 355 | 0.038470 | (refrigerated, packaged vegetables fruits, fre... |
| 356 | 0.032055 | (packaged vegetables fruits, soup broth bouill... |
| 357 | 0.057695 | (soy lactosefree, packaged vegetables fruits, ... |
| 358 | 0.047105 | (water seltzer sparkling water, packaged veget... |
| 359 | 0.087995 | (packaged vegetables fruits, yogurt, fresh veg... |
| 360 | 0.035635 | (soy lactosefree, yogurt, fresh vegetables) |
| 361 | 0.030395 | (water seltzer sparkling water, yogurt, fresh ... |
| 362 | 0.043830 | (milk, packaged cheese, packaged vegetables fr... |
| 363 | 0.038465 | (milk, packaged cheese, yogurt) |
| 364 | 0.051295 | (milk, packaged vegetables fruits, yogurt) |
| 365 | 0.051915 | (packaged cheese, packaged vegetables fruits, ... |
| 366 | 0.032535 | (soy lactosefree, packaged vegetables fruits, ... |
| 367 | 0.031275 | (bread, packaged cheese, fresh fruits, fresh v... |
| 368 | 0.045910 | (bread, packaged vegetables fruits, fresh frui... |
| 369 | 0.033370 | (bread, yogurt, fresh fruits, fresh vegetables) |
| 370 | 0.030265 | (bread, packaged vegetables fruits, fresh frui... |
| 371 | 0.040325 | (packaged vegetables fruits, chips pretzels, f... |
| 372 | 0.030350 | (packaged vegetables fruits, fresh fruits, cra... |
| 373 | 0.042555 | (eggs, packaged vegetables fruits, fresh fruit... |
| 374 | 0.032265 | (packaged vegetables fruits, fresh fruits, fre... |
| 375 | 0.039660 | (packaged vegetables fruits, fresh fruits, fre... |
| 376 | 0.041445 | (frozen produce, packaged vegetables fruits, f... |
| 377 | 0.031940 | (lunch meat, packaged vegetables fruits, fresh... |
| 378 | 0.041475 | (milk, packaged cheese, fresh fruits, fresh ve... |
| 379 | 0.062535 | (milk, packaged vegetables fruits, fresh fruit... |
| 380 | 0.048835 | (milk, yogurt, fresh fruits, fresh vegetables) |
| 381 | 0.068325 | (packaged cheese, packaged vegetables fruits, ... |
| 382 | 0.049105 | (yogurt, packaged cheese, fresh fruits, fresh ... |
| 383 | 0.032460 | (packaged vegetables fruits, fresh fruits, fre... |
| 384 | 0.049600 | (soy lactosefree, packaged vegetables fruits, ... |
| 385 | 0.038645 | (water seltzer sparkling water, packaged veget... |
| 386 | 0.076240 | (yogurt, packaged vegetables fruits, fresh fru... |
| 387 | 0.030910 | (soy lactosefree, yogurt, fresh fruits, fresh ... |
| 388 | 0.037380 | (milk, packaged cheese, packaged vegetables fr... |
| 389 | 0.032280 | (milk, packaged cheese, fresh fruits, yogurt) |
| 390 | 0.044575 | (milk, packaged vegetables fruits, fresh fruit... |
| 391 | 0.044825 | (packaged cheese, packaged vegetables fruits, ... |
| 392 | 0.032215 | (milk, packaged cheese, packaged vegetables fr... |
| 393 | 0.036455 | (milk, packaged vegetables fruits, yogurt, fre... |
| 394 | 0.038635 | (packaged cheese, packaged vegetables fruits, ... |
| 395 | 0.032845 | (milk, packaged vegetables fruits, fresh fruit... |
| 396 | 0.034565 | (packaged vegetables fruits, fresh fruits, fre... |
# Create new support dataframe for two products only
frequent_itemsets_two = apriori(pt, min_support=0.03, use_colnames=True, max_len = 2)
# Show dataframe
frequent_itemsets_two
| support | itemsets | |
|---|---|---|
| 0 | 0.043330 | (asian foods) |
| 1 | 0.045355 | (baby food formula) |
| 2 | 0.076635 | (baking ingredients) |
| 3 | 0.163865 | (bread) |
| 4 | 0.067765 | (breakfast bakery) |
| 5 | 0.032100 | (buns rolls) |
| 6 | 0.074330 | (butter) |
| 7 | 0.069305 | (candy chocolate) |
| 8 | 0.071890 | (canned jarred vegetables) |
| 9 | 0.069705 | (canned meals beans) |
| 10 | 0.092560 | (cereal) |
| 11 | 0.169435 | (chips pretzels) |
| 12 | 0.055650 | (coffee) |
| 13 | 0.059465 | (condiments) |
| 14 | 0.059725 | (cookies cakes) |
| 15 | 0.114970 | (crackers) |
| 16 | 0.091605 | (cream) |
| 17 | 0.070055 | (dry pasta) |
| 18 | 0.136490 | (eggs) |
| 19 | 0.086545 | (energy granola bars) |
| 20 | 0.098205 | (fresh dips tapenades) |
| 21 | 0.555995 | (fresh fruits) |
| 22 | 0.093005 | (fresh herbs) |
| 23 | 0.444360 | (fresh vegetables) |
| 24 | 0.051875 | (frozen appetizers sides) |
| 25 | 0.061165 | (frozen breakfast) |
| 26 | 0.074330 | (frozen meals) |
| 27 | 0.043065 | (frozen pizza) |
| 28 | 0.122580 | (frozen produce) |
| 29 | 0.046085 | (fruit vegetable snacks) |
| 30 | 0.040185 | (grains rice dried goods) |
| 31 | 0.045025 | (hot cereal pancake mixes) |
| 32 | 0.084190 | (hot dogs bacon sausage) |
| 33 | 0.110510 | (ice cream ice) |
| 34 | 0.051995 | (instant foods) |
| 35 | 0.089395 | (juice nectars) |
| 36 | 0.103890 | (lunch meat) |
| 37 | 0.243325 | (milk) |
| 38 | 0.080225 | (nuts seeds dried fruit) |
| 39 | 0.067350 | (oils vinegars) |
| 40 | 0.086485 | (other creams cheeses) |
| 41 | 0.230995 | (packaged cheese) |
| 42 | 0.036210 | (packaged poultry) |
| 43 | 0.062270 | (packaged produce) |
| 44 | 0.365415 | (packaged vegetables fruits) |
| 45 | 0.063575 | (paper goods) |
| 46 | 0.062660 | (pasta sauce) |
| 47 | 0.031630 | (pickled goods olives) |
| 48 | 0.046410 | (popcorn jerky) |
| 49 | 0.038980 | (poultry counter) |
| 50 | 0.032205 | (preserved dips spreads) |
| 51 | 0.134040 | (refrigerated) |
| 52 | 0.087310 | (soft drinks) |
| 53 | 0.083365 | (soup broth bouillon) |
| 54 | 0.168355 | (soy lactosefree) |
| 55 | 0.052165 | (spices seasonings) |
| 56 | 0.078185 | (spreads) |
| 57 | 0.057010 | (tea) |
| 58 | 0.032860 | (tofu meat alternatives) |
| 59 | 0.056455 | (tortillas flat bread) |
| 60 | 0.193005 | (water seltzer sparkling water) |
| 61 | 0.263675 | (yogurt) |
| 62 | 0.033810 | (baby food formula, fresh fruits) |
| 63 | 0.047305 | (baking ingredients, fresh fruits) |
| 64 | 0.043790 | (baking ingredients, fresh vegetables) |
| 65 | 0.032645 | (baking ingredients, packaged vegetables fruits) |
| 66 | 0.040185 | (bread, chips pretzels) |
| 67 | 0.036510 | (bread, eggs) |
| 68 | 0.112410 | (bread, fresh fruits) |
| 69 | 0.091590 | (bread, fresh vegetables) |
| 70 | 0.033565 | (bread, lunch meat) |
| 71 | 0.059705 | (milk, bread) |
| 72 | 0.059690 | (bread, packaged cheese) |
| 73 | 0.077055 | (bread, packaged vegetables fruits) |
| 74 | 0.035565 | (bread, soy lactosefree) |
| 75 | 0.033540 | (bread, water seltzer sparkling water) |
| 76 | 0.061840 | (bread, yogurt) |
| 77 | 0.045680 | (breakfast bakery, fresh fruits) |
| 78 | 0.033220 | (breakfast bakery, fresh vegetables) |
| 79 | 0.048920 | (butter, fresh fruits) |
| 80 | 0.044580 | (butter, fresh vegetables) |
| 81 | 0.033730 | (butter, packaged vegetables fruits) |
| 82 | 0.039820 | (fresh fruits, candy chocolate) |
| 83 | 0.048880 | (fresh fruits, canned jarred vegetables) |
| 84 | 0.055055 | (canned jarred vegetables, fresh vegetables) |
| 85 | 0.037835 | (packaged vegetables fruits, canned jarred veg... |
| 86 | 0.049890 | (canned meals beans, fresh fruits) |
| 87 | 0.050435 | (canned meals beans, fresh vegetables) |
| 88 | 0.037670 | (packaged vegetables fruits, canned meals beans) |
| 89 | 0.059620 | (cereal, fresh fruits) |
| 90 | 0.043325 | (cereal, fresh vegetables) |
| 91 | 0.035920 | (milk, cereal) |
| 92 | 0.030985 | (packaged cheese, cereal) |
| 93 | 0.039750 | (packaged vegetables fruits, cereal) |
| 94 | 0.036675 | (cereal, yogurt) |
| 95 | 0.035630 | (chips pretzels, crackers) |
| 96 | 0.035200 | (chips pretzels, fresh dips tapenades) |
| 97 | 0.106300 | (chips pretzels, fresh fruits) |
| 98 | 0.082245 | (chips pretzels, fresh vegetables) |
| 99 | 0.048915 | (milk, chips pretzels) |
| 100 | 0.056405 | (packaged cheese, chips pretzels) |
| 101 | 0.073545 | (packaged vegetables fruits, chips pretzels) |
| 102 | 0.032145 | (chips pretzels, refrigerated) |
| 103 | 0.035170 | (soy lactosefree, chips pretzels) |
| 104 | 0.041055 | (water seltzer sparkling water, chips pretzels) |
| 105 | 0.056980 | (chips pretzels, yogurt) |
| 106 | 0.031855 | (fresh fruits, coffee) |
| 107 | 0.036830 | (fresh fruits, condiments) |
| 108 | 0.036290 | (condiments, fresh vegetables) |
| 109 | 0.034610 | (cookies cakes, fresh fruits) |
| 110 | 0.075480 | (fresh fruits, crackers) |
| 111 | 0.057335 | (crackers, fresh vegetables) |
| 112 | 0.036175 | (milk, crackers) |
| 113 | 0.043875 | (packaged cheese, crackers) |
| 114 | 0.052650 | (packaged vegetables fruits, crackers) |
| 115 | 0.043040 | (crackers, yogurt) |
| 116 | 0.057010 | (fresh fruits, cream) |
| 117 | 0.044830 | (cream, fresh vegetables) |
| 118 | 0.033915 | (milk, cream) |
| 119 | 0.037260 | (packaged vegetables fruits, cream) |
| 120 | 0.031030 | (cream, yogurt) |
| 121 | 0.048095 | (dry pasta, fresh fruits) |
| 122 | 0.047235 | (dry pasta, fresh vegetables) |
| 123 | 0.036440 | (packaged vegetables fruits, dry pasta) |
| 124 | 0.095325 | (eggs, fresh fruits) |
| 125 | 0.084310 | (eggs, fresh vegetables) |
| 126 | 0.047795 | (milk, eggs) |
| 127 | 0.045435 | (eggs, packaged cheese) |
| 128 | 0.068650 | (eggs, packaged vegetables fruits) |
| 129 | 0.030170 | (soy lactosefree, eggs) |
| 130 | 0.049905 | (eggs, yogurt) |
| 131 | 0.059450 | (fresh fruits, energy granola bars) |
| 132 | 0.040640 | (energy granola bars, fresh vegetables) |
| 133 | 0.039500 | (packaged vegetables fruits, energy granola bars) |
| 134 | 0.034610 | (energy granola bars, yogurt) |
| 135 | 0.069040 | (fresh fruits, fresh dips tapenades) |
| 136 | 0.057955 | (fresh dips tapenades, fresh vegetables) |
| 137 | 0.034370 | (packaged cheese, fresh dips tapenades) |
| 138 | 0.053785 | (packaged vegetables fruits, fresh dips tapena... |
| 139 | 0.037500 | (fresh dips tapenades, yogurt) |
| 140 | 0.070135 | (fresh fruits, fresh herbs) |
| 141 | 0.317560 | (fresh fruits, fresh vegetables) |
| 142 | 0.033035 | (frozen appetizers sides, fresh fruits) |
| 143 | 0.042035 | (fresh fruits, frozen breakfast) |
| 144 | 0.044090 | (frozen meals, fresh fruits) |
| 145 | 0.089235 | (frozen produce, fresh fruits) |
| 146 | 0.031460 | (fruit vegetable snacks, fresh fruits) |
| 147 | 0.031740 | (hot cereal pancake mixes, fresh fruits) |
| 148 | 0.054425 | (hot dogs bacon sausage, fresh fruits) |
| 149 | 0.064485 | (fresh fruits, ice cream ice) |
| 150 | 0.033840 | (fresh fruits, instant foods) |
| 151 | 0.055600 | (juice nectars, fresh fruits) |
| 152 | 0.072290 | (lunch meat, fresh fruits) |
| 153 | 0.164310 | (milk, fresh fruits) |
| 154 | 0.054750 | (nuts seeds dried fruit, fresh fruits) |
| 155 | 0.042885 | (oils vinegars, fresh fruits) |
| 156 | 0.056630 | (other creams cheeses, fresh fruits) |
| 157 | 0.155900 | (packaged cheese, fresh fruits) |
| 158 | 0.039945 | (packaged produce, fresh fruits) |
| 159 | 0.269870 | (packaged vegetables fruits, fresh fruits) |
| 160 | 0.032090 | (paper goods, fresh fruits) |
| 161 | 0.042840 | (fresh fruits, pasta sauce) |
| 162 | 0.086430 | (fresh fruits, refrigerated) |
| 163 | 0.039585 | (soft drinks, fresh fruits) |
| 164 | 0.053880 | (soup broth bouillon, fresh fruits) |
| 165 | 0.117480 | (soy lactosefree, fresh fruits) |
| 166 | 0.033220 | (spices seasonings, fresh fruits) |
| 167 | 0.053560 | (fresh fruits, spreads) |
| 168 | 0.033720 | (fresh fruits, tea) |
| 169 | 0.039205 | (fresh fruits, tortillas flat bread) |
| 170 | 0.111045 | (water seltzer sparkling water, fresh fruits) |
| 171 | 0.188225 | (fresh fruits, yogurt) |
| 172 | 0.078655 | (fresh herbs, fresh vegetables) |
| 173 | 0.030290 | (packaged cheese, fresh herbs) |
| 174 | 0.052535 | (packaged vegetables fruits, fresh herbs) |
| 175 | 0.032285 | (frozen breakfast, fresh vegetables) |
| 176 | 0.034625 | (frozen meals, fresh vegetables) |
| 177 | 0.077750 | (frozen produce, fresh vegetables) |
| 178 | 0.049460 | (hot dogs bacon sausage, fresh vegetables) |
| 179 | 0.051995 | (ice cream ice, fresh vegetables) |
| 180 | 0.042775 | (juice nectars, fresh vegetables) |
| 181 | 0.060095 | (lunch meat, fresh vegetables) |
| 182 | 0.124715 | (milk, fresh vegetables) |
| 183 | 0.041775 | (nuts seeds dried fruit, fresh vegetables) |
| 184 | 0.042610 | (oils vinegars, fresh vegetables) |
| 185 | 0.052105 | (other creams cheeses, fresh vegetables) |
| 186 | 0.135850 | (packaged cheese, fresh vegetables) |
| 187 | 0.234555 | (packaged vegetables fruits, fresh vegetables) |
| 188 | 0.041005 | (pasta sauce, fresh vegetables) |
| 189 | 0.065825 | (refrigerated, fresh vegetables) |
| 190 | 0.055380 | (soup broth bouillon, fresh vegetables) |
| 191 | 0.094120 | (soy lactosefree, fresh vegetables) |
| 192 | 0.036660 | (spices seasonings, fresh vegetables) |
| 193 | 0.040795 | (spreads, fresh vegetables) |
| 194 | 0.036525 | (tortillas flat bread, fresh vegetables) |
| 195 | 0.083355 | (water seltzer sparkling water, fresh vegetables) |
| 196 | 0.144660 | (yogurt, fresh vegetables) |
| 197 | 0.031925 | (frozen meals, packaged vegetables fruits) |
| 198 | 0.035660 | (milk, frozen produce) |
| 199 | 0.038850 | (frozen produce, packaged cheese) |
| 200 | 0.066985 | (frozen produce, packaged vegetables fruits) |
| 201 | 0.032885 | (soy lactosefree, frozen produce) |
| 202 | 0.045295 | (frozen produce, yogurt) |
| 203 | 0.031280 | (hot dogs bacon sausage, packaged cheese) |
| 204 | 0.040315 | (hot dogs bacon sausage, packaged vegetables f... |
| 205 | 0.030960 | (milk, ice cream ice) |
| 206 | 0.033045 | (packaged cheese, ice cream ice) |
| 207 | 0.043735 | (packaged vegetables fruits, ice cream ice) |
| 208 | 0.036035 | (ice cream ice, yogurt) |
| 209 | 0.037425 | (juice nectars, packaged vegetables fruits) |
| 210 | 0.030060 | (juice nectars, yogurt) |
| 211 | 0.035760 | (milk, lunch meat) |
| 212 | 0.045205 | (lunch meat, packaged cheese) |
| 213 | 0.053225 | (lunch meat, packaged vegetables fruits) |
| 214 | 0.039605 | (lunch meat, yogurt) |
| 215 | 0.030955 | (milk, other creams cheeses) |
| 216 | 0.078170 | (milk, packaged cheese) |
| 217 | 0.107425 | (milk, packaged vegetables fruits) |
| 218 | 0.040280 | (milk, refrigerated) |
| 219 | 0.041220 | (milk, soy lactosefree) |
| 220 | 0.046610 | (milk, water seltzer sparkling water) |
| 221 | 0.095705 | (milk, yogurt) |
| 222 | 0.038315 | (nuts seeds dried fruit, packaged vegetables f... |
| 223 | 0.031680 | (packaged vegetables fruits, oils vinegars) |
| 224 | 0.036400 | (packaged cheese, other creams cheeses) |
| 225 | 0.040265 | (packaged vegetables fruits, other creams chee... |
| 226 | 0.032155 | (other creams cheeses, yogurt) |
| 227 | 0.114610 | (packaged cheese, packaged vegetables fruits) |
| 228 | 0.037880 | (packaged cheese, refrigerated) |
| 229 | 0.046265 | (soy lactosefree, packaged cheese) |
| 230 | 0.048255 | (water seltzer sparkling water, packaged cheese) |
| 231 | 0.088520 | (packaged cheese, yogurt) |
| 232 | 0.032595 | (packaged vegetables fruits, pasta sauce) |
| 233 | 0.058705 | (packaged vegetables fruits, refrigerated) |
| 234 | 0.041045 | (packaged vegetables fruits, soup broth bouillon) |
| 235 | 0.081385 | (soy lactosefree, packaged vegetables fruits) |
| 236 | 0.036465 | (packaged vegetables fruits, spreads) |
| 237 | 0.073715 | (water seltzer sparkling water, packaged veget... |
| 238 | 0.127910 | (packaged vegetables fruits, yogurt) |
| 239 | 0.030175 | (soy lactosefree, refrigerated) |
| 240 | 0.032250 | (water seltzer sparkling water, refrigerated) |
| 241 | 0.047175 | (refrigerated, yogurt) |
| 242 | 0.037075 | (water seltzer sparkling water, soy lactosefree) |
| 243 | 0.058195 | (soy lactosefree, yogurt) |
| 244 | 0.056185 | (water seltzer sparkling water, yogurt) |
# Generate the association rules - by support
# Compute all association rules for frequent_itemsets
rulessupport = association_rules(frequent_itemsets, metric="support", min_threshold=0.03)
# Show dataframe
rulessupport
| antecedents | consequents | antecedent support | consequent support | support | confidence | lift | leverage | conviction | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | (baby food formula) | (fresh fruits) | 0.045355 | 0.555995 | 0.033810 | 0.745453 | 1.340754 | 0.008593 | 1.744292 |
| 1 | (fresh fruits) | (baby food formula) | 0.555995 | 0.045355 | 0.033810 | 0.060810 | 1.340754 | 0.008593 | 1.016456 |
| 2 | (baking ingredients) | (fresh fruits) | 0.076635 | 0.555995 | 0.047305 | 0.617277 | 1.110220 | 0.004696 | 1.160120 |
| 3 | (fresh fruits) | (baking ingredients) | 0.555995 | 0.076635 | 0.047305 | 0.085082 | 1.110220 | 0.004696 | 1.009232 |
| 4 | (baking ingredients) | (fresh vegetables) | 0.076635 | 0.444360 | 0.043790 | 0.571410 | 1.285917 | 0.009736 | 1.296437 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 1545 | (packaged vegetables fruits) | (yogurt, fresh fruits, packaged cheese, fresh ... | 0.365415 | 0.049105 | 0.034565 | 0.094591 | 1.926302 | 0.016621 | 1.050238 |
| 1546 | (fresh fruits) | (packaged cheese, packaged vegetables fruits, ... | 0.555995 | 0.038635 | 0.034565 | 0.062168 | 1.609106 | 0.013084 | 1.025093 |
| 1547 | (fresh vegetables) | (packaged cheese, packaged vegetables fruits, ... | 0.444360 | 0.044825 | 0.034565 | 0.077786 | 1.735327 | 0.014647 | 1.035741 |
| 1548 | (yogurt) | (packaged cheese, packaged vegetables fruits, ... | 0.263675 | 0.068325 | 0.034565 | 0.131089 | 1.918616 | 0.016549 | 1.072233 |
| 1549 | (packaged cheese) | (yogurt, packaged vegetables fruits, fresh fru... | 0.230995 | 0.076240 | 0.034565 | 0.149635 | 1.962687 | 0.016954 | 1.086310 |
1550 rows × 9 columns
# Generate the association rules - by confidence
# Compute all association rules for frequent_itemsets
rulesConfidence = association_rules(frequent_itemsets, metric="confidence", min_threshold=0.50)
# Sort values
rulesConfidence.sort_values(by='confidence', ascending=False, inplace=True)
# Show dataframe
rulesConfidence
| antecedents | consequents | antecedent support | consequent support | support | confidence | lift | leverage | conviction | |
|---|---|---|---|---|---|---|---|---|---|
| 321 | (packaged vegetables fruits, fresh fruits, fre... | (fresh vegetables) | 0.043490 | 0.444360 | 0.039660 | 0.911934 | 2.052241 | 0.020335 | 6.309343 |
| 395 | (milk, packaged vegetables fruits, yogurt, fre... | (fresh fruits) | 0.036455 | 0.555995 | 0.032845 | 0.900974 | 1.620471 | 0.012576 | 4.483713 |
| 401 | (packaged cheese, packaged vegetables fruits, ... | (fresh fruits) | 0.038635 | 0.555995 | 0.034565 | 0.894655 | 1.609106 | 0.013084 | 4.214775 |
| 257 | (packaged vegetables fruits, fresh herbs) | (fresh vegetables) | 0.052535 | 0.444360 | 0.046980 | 0.894261 | 2.012470 | 0.023636 | 5.254824 |
| 172 | (fresh fruits, fresh herbs) | (fresh vegetables) | 0.070135 | 0.444360 | 0.061815 | 0.881372 | 1.983463 | 0.030650 | 4.683872 |
| 300 | (bread, packaged vegetables fruits, yogurt) | (fresh fruits) | 0.034755 | 0.555995 | 0.030265 | 0.870810 | 1.566219 | 0.010941 | 3.436836 |
| 382 | (milk, packaged vegetables fruits, yogurt) | (fresh fruits) | 0.051295 | 0.555995 | 0.044575 | 0.868993 | 1.562951 | 0.016055 | 3.389172 |
| 375 | (soy lactosefree, fresh vegetables, yogurt) | (fresh fruits) | 0.035635 | 0.555995 | 0.030910 | 0.867406 | 1.560096 | 0.011097 | 3.348596 |
| 370 | (packaged vegetables fruits, fresh vegetables,... | (fresh fruits) | 0.087995 | 0.555995 | 0.076240 | 0.866413 | 1.558311 | 0.027315 | 3.323711 |
| 298 | (bread, fresh vegetables, yogurt) | (fresh fruits) | 0.038560 | 0.555995 | 0.033370 | 0.865405 | 1.556497 | 0.011931 | 3.298812 |
| 346 | (milk, fresh vegetables, yogurt) | (fresh fruits) | 0.056510 | 0.555995 | 0.048835 | 0.864183 | 1.554301 | 0.017416 | 3.269150 |
| 384 | (packaged cheese, packaged vegetables fruits, ... | (fresh fruits) | 0.051915 | 0.555995 | 0.044825 | 0.863431 | 1.552947 | 0.015961 | 3.251131 |
| 307 | (packaged vegetables fruits, crackers, fresh v... | (fresh fruits) | 0.035225 | 0.555995 | 0.030350 | 0.861604 | 1.549661 | 0.010765 | 3.208221 |
| 361 | (soy lactosefree, packaged vegetables fruits, ... | (fresh fruits) | 0.057695 | 0.555995 | 0.049600 | 0.859693 | 1.546225 | 0.017522 | 3.164530 |
| 354 | (packaged cheese, fresh vegetables, yogurt) | (fresh fruits) | 0.057195 | 0.555995 | 0.049105 | 0.858554 | 1.544176 | 0.017305 | 3.139044 |
| 341 | (milk, packaged vegetables fruits, fresh veget... | (fresh fruits) | 0.073075 | 0.555995 | 0.062535 | 0.855765 | 1.539159 | 0.021906 | 3.078336 |
| 377 | (milk, packaged cheese, packaged vegetables fr... | (fresh fruits) | 0.043830 | 0.555995 | 0.037380 | 0.852841 | 1.533900 | 0.013011 | 3.017169 |
| 293 | (bread, packaged vegetables fruits, fresh vege... | (fresh fruits) | 0.053835 | 0.555995 | 0.045910 | 0.852791 | 1.533810 | 0.015978 | 3.016153 |
| 333 | (lunch meat, packaged vegetables fruits, fresh... | (fresh fruits) | 0.037600 | 0.555995 | 0.031940 | 0.849468 | 1.527834 | 0.011035 | 2.949574 |
| 328 | (frozen produce, packaged vegetables fruits, f... | (fresh fruits) | 0.048895 | 0.555995 | 0.041445 | 0.847633 | 1.524533 | 0.014260 | 2.914044 |
| 317 | (packaged vegetables fruits, fresh dips tapena... | (fresh fruits) | 0.038095 | 0.555995 | 0.032265 | 0.846962 | 1.523326 | 0.011084 | 2.901264 |
| 65 | (fresh herbs) | (fresh vegetables) | 0.093005 | 0.444360 | 0.078655 | 0.845707 | 1.903203 | 0.037327 | 3.601205 |
| 322 | (packaged vegetables fruits, fresh herbs, fres... | (fresh fruits) | 0.046980 | 0.555995 | 0.039660 | 0.844189 | 1.518339 | 0.013539 | 2.849639 |
| 110 | (packaged vegetables fruits, canned jarred veg... | (fresh vegetables) | 0.037835 | 0.444360 | 0.031925 | 0.843795 | 1.898901 | 0.015113 | 3.557130 |
| 357 | (refrigerated, packaged vegetables fruits, fre... | (fresh fruits) | 0.038470 | 0.555995 | 0.032460 | 0.843774 | 1.517593 | 0.011071 | 2.842075 |
| 338 | (milk, packaged cheese, fresh vegetables) | (fresh fruits) | 0.049305 | 0.555995 | 0.041475 | 0.841193 | 1.512950 | 0.014062 | 2.795871 |
| 312 | (eggs, packaged vegetables fruits, fresh veget... | (fresh fruits) | 0.050675 | 0.555995 | 0.042555 | 0.839763 | 1.510379 | 0.014380 | 2.770930 |
| 380 | (milk, packaged cheese, yogurt) | (fresh fruits) | 0.038465 | 0.555995 | 0.032280 | 0.839204 | 1.509374 | 0.010894 | 2.761302 |
| 303 | (packaged vegetables fruits, chips pretzels, f... | (fresh fruits) | 0.048105 | 0.555995 | 0.040325 | 0.838270 | 1.507694 | 0.013579 | 2.745355 |
| 107 | (fresh fruits, canned jarred vegetables) | (fresh vegetables) | 0.048880 | 0.444360 | 0.040955 | 0.837868 | 1.885562 | 0.019235 | 3.427089 |
| 163 | (packaged vegetables fruits, energy granola bars) | (fresh fruits) | 0.039500 | 0.555995 | 0.032945 | 0.834051 | 1.500105 | 0.010983 | 2.675545 |
| 349 | (packaged cheese, packaged vegetables fruits, ... | (fresh fruits) | 0.081970 | 0.555995 | 0.068325 | 0.833537 | 1.499180 | 0.022750 | 2.667284 |
| 162 | (energy granola bars, fresh vegetables) | (fresh fruits) | 0.040640 | 0.555995 | 0.033845 | 0.832800 | 1.497856 | 0.011249 | 2.655535 |
| 290 | (bread, packaged cheese, fresh vegetables) | (fresh fruits) | 0.037740 | 0.555995 | 0.031275 | 0.828696 | 1.490474 | 0.010292 | 2.591918 |
| 175 | (packaged vegetables fruits, fresh herbs) | (fresh fruits) | 0.052535 | 0.555995 | 0.043490 | 0.827829 | 1.488915 | 0.014281 | 2.578862 |
| 252 | (packaged vegetables fruits, yogurt) | (fresh fruits) | 0.127910 | 0.555995 | 0.105790 | 0.827066 | 1.487542 | 0.034673 | 2.567481 |
| 235 | (nuts seeds dried fruit, packaged vegetables f... | (fresh fruits) | 0.038315 | 0.555995 | 0.031575 | 0.824090 | 1.482189 | 0.010272 | 2.524043 |
| 248 | (soy lactosefree, packaged vegetables fruits) | (fresh fruits) | 0.081385 | 0.555995 | 0.066960 | 0.822756 | 1.479790 | 0.021710 | 2.505050 |
| 191 | (nuts seeds dried fruit, fresh vegetables) | (fresh fruits) | 0.041775 | 0.555995 | 0.034350 | 0.822262 | 1.478902 | 0.011123 | 2.498089 |
| 366 | (water seltzer sparkling water, packaged veget... | (fresh fruits) | 0.047105 | 0.555995 | 0.038645 | 0.820401 | 1.475555 | 0.012455 | 2.472205 |
| 216 | (fresh vegetables, yogurt) | (fresh fruits) | 0.144660 | 0.555995 | 0.118420 | 0.818609 | 1.472332 | 0.037990 | 2.447781 |
| 220 | (frozen produce, yogurt) | (fresh fruits) | 0.045295 | 0.555995 | 0.036900 | 0.814659 | 1.465228 | 0.011716 | 2.395617 |
| 230 | (milk, packaged vegetables fruits) | (fresh fruits) | 0.107425 | 0.555995 | 0.087450 | 0.814056 | 1.464143 | 0.027722 | 2.387847 |
| 218 | (frozen produce, packaged vegetables fruits) | (fresh fruits) | 0.066985 | 0.555995 | 0.054415 | 0.812346 | 1.461067 | 0.017172 | 2.366084 |
| 228 | (lunch meat, yogurt) | (fresh fruits) | 0.039605 | 0.555995 | 0.032140 | 0.811514 | 1.459570 | 0.010120 | 2.355635 |
| 115 | (packaged vegetables fruits, canned meals beans) | (fresh fruits) | 0.037670 | 0.555995 | 0.030560 | 0.811256 | 1.459106 | 0.009616 | 2.352415 |
| 117 | (packaged vegetables fruits, canned meals beans) | (fresh vegetables) | 0.037670 | 0.444360 | 0.030555 | 0.811123 | 1.825373 | 0.013816 | 2.941807 |
| 94 | (bread, packaged vegetables fruits) | (fresh fruits) | 0.077055 | 0.555995 | 0.062430 | 0.810201 | 1.457208 | 0.019588 | 2.339337 |
| 169 | (fresh dips tapenades, yogurt) | (fresh fruits) | 0.037500 | 0.555995 | 0.030350 | 0.809333 | 1.455649 | 0.009500 | 2.328698 |
| 226 | (lunch meat, packaged vegetables fruits) | (fresh fruits) | 0.053225 | 0.555995 | 0.043000 | 0.807891 | 1.453054 | 0.013407 | 2.311214 |
| 212 | (spreads, fresh vegetables) | (fresh fruits) | 0.040795 | 0.555995 | 0.032885 | 0.806104 | 1.449840 | 0.010203 | 2.289909 |
| 139 | (packaged vegetables fruits, crackers) | (fresh fruits) | 0.052650 | 0.555995 | 0.042385 | 0.805033 | 1.447915 | 0.013112 | 2.277337 |
| 120 | (cereal, fresh vegetables) | (fresh fruits) | 0.043325 | 0.555995 | 0.034865 | 0.804732 | 1.447372 | 0.010777 | 2.273820 |
| 166 | (fresh dips tapenades, fresh vegetables) | (fresh fruits) | 0.057955 | 0.555995 | 0.046625 | 0.804503 | 1.446962 | 0.014402 | 2.271166 |
| 167 | (packaged vegetables fruits, fresh dips tapena... | (fresh fruits) | 0.053785 | 0.555995 | 0.043245 | 0.804035 | 1.446118 | 0.013341 | 2.265731 |
| 210 | (soy lactosefree, fresh vegetables) | (fresh fruits) | 0.094120 | 0.555995 | 0.075620 | 0.803442 | 1.445053 | 0.023290 | 2.258905 |
| 153 | (eggs, packaged vegetables fruits) | (fresh fruits) | 0.068650 | 0.555995 | 0.055045 | 0.801821 | 1.442137 | 0.016876 | 2.240422 |
| 155 | (eggs, yogurt) | (fresh fruits) | 0.049905 | 0.555995 | 0.040000 | 0.801523 | 1.441601 | 0.012253 | 2.237059 |
| 137 | (crackers, fresh vegetables) | (fresh fruits) | 0.057335 | 0.555995 | 0.045875 | 0.800122 | 1.439081 | 0.013997 | 2.221381 |
| 178 | (frozen produce, fresh vegetables) | (fresh fruits) | 0.077750 | 0.555995 | 0.062170 | 0.799614 | 1.438168 | 0.018941 | 2.215750 |
| 121 | (packaged vegetables fruits, cereal) | (fresh fruits) | 0.039750 | 0.555995 | 0.031780 | 0.799497 | 1.437957 | 0.009679 | 2.214454 |
| 189 | (milk, fresh vegetables) | (fresh fruits) | 0.124715 | 0.555995 | 0.099590 | 0.798541 | 1.436237 | 0.030249 | 2.203944 |
| 187 | (lunch meat, fresh vegetables) | (fresh fruits) | 0.060095 | 0.555995 | 0.047870 | 0.796572 | 1.432697 | 0.014457 | 2.182616 |
| 199 | (packaged vegetables fruits, fresh vegetables) | (fresh fruits) | 0.234555 | 0.555995 | 0.186580 | 0.795464 | 1.430703 | 0.056169 | 2.170789 |
| 112 | (canned meals beans, fresh fruits) | (fresh vegetables) | 0.049890 | 0.444360 | 0.039670 | 0.795149 | 1.789426 | 0.017501 | 2.712415 |
| 244 | (packaged vegetables fruits, refrigerated) | (fresh fruits) | 0.058705 | 0.555995 | 0.046595 | 0.793714 | 1.427557 | 0.013955 | 2.152379 |
| 255 | (soy lactosefree, yogurt) | (fresh fruits) | 0.058195 | 0.555995 | 0.046075 | 0.791735 | 1.423996 | 0.013719 | 2.131920 |
| 96 | (bread, yogurt) | (fresh fruits) | 0.061840 | 0.555995 | 0.048950 | 0.791559 | 1.423680 | 0.014567 | 2.130122 |
| 239 | (packaged cheese, packaged vegetables fruits) | (fresh fruits) | 0.114610 | 0.555995 | 0.090715 | 0.791510 | 1.423593 | 0.026992 | 2.129626 |
| 243 | (packaged cheese, yogurt) | (fresh fruits) | 0.088520 | 0.555995 | 0.070020 | 0.791008 | 1.422688 | 0.020803 | 2.124504 |
| 217 | (frozen produce, packaged cheese) | (fresh fruits) | 0.038850 | 0.555995 | 0.030715 | 0.790605 | 1.421964 | 0.009115 | 2.120417 |
| 91 | (bread, fresh vegetables) | (fresh fruits) | 0.091590 | 0.555995 | 0.072365 | 0.790097 | 1.421051 | 0.021441 | 2.115288 |
| 113 | (canned meals beans, fresh vegetables) | (fresh fruits) | 0.050435 | 0.555995 | 0.039670 | 0.786557 | 1.414684 | 0.011628 | 2.080204 |
| 241 | (soy lactosefree, packaged cheese) | (fresh fruits) | 0.046265 | 0.555995 | 0.036390 | 0.786556 | 1.414681 | 0.010667 | 2.080192 |
| 173 | (fresh herbs, fresh vegetables) | (fresh fruits) | 0.078655 | 0.555995 | 0.061815 | 0.785900 | 1.413503 | 0.018083 | 2.073825 |
| 150 | (eggs, fresh vegetables) | (fresh fruits) | 0.084310 | 0.555995 | 0.066145 | 0.784545 | 1.411065 | 0.019269 | 2.060780 |
| 127 | (packaged vegetables fruits, chips pretzels) | (fresh fruits) | 0.073545 | 0.555995 | 0.057595 | 0.783126 | 1.408513 | 0.016704 | 2.047295 |
| 234 | (milk, yogurt) | (fresh fruits) | 0.095705 | 0.555995 | 0.074860 | 0.782195 | 1.406839 | 0.021648 | 2.038546 |
| 206 | (fresh vegetables, refrigerated) | (fresh fruits) | 0.065825 | 0.555995 | 0.051445 | 0.781542 | 1.405664 | 0.014847 | 2.032450 |
| 275 | (packaged vegetables fruits, soup broth bouillon) | (fresh vegetables) | 0.041045 | 0.444360 | 0.032055 | 0.780972 | 1.757521 | 0.013816 | 2.536846 |
| 237 | (packaged vegetables fruits, other creams chee... | (fresh fruits) | 0.040265 | 0.555995 | 0.031435 | 0.780703 | 1.404154 | 0.009048 | 2.024673 |
| 221 | (hot dogs bacon sausage, packaged vegetables f... | (fresh fruits) | 0.040315 | 0.555995 | 0.031455 | 0.780231 | 1.403305 | 0.009040 | 2.020323 |
| 141 | (crackers, yogurt) | (fresh fruits) | 0.043040 | 0.555995 | 0.033385 | 0.775674 | 1.395109 | 0.009455 | 1.979283 |
| 124 | (chips pretzels, fresh vegetables) | (fresh fruits) | 0.082245 | 0.555995 | 0.063685 | 0.774333 | 1.392697 | 0.017957 | 1.967521 |
| 311 | (eggs, packaged vegetables fruits, fresh fruits) | (fresh vegetables) | 0.055045 | 0.444360 | 0.042555 | 0.773095 | 1.739794 | 0.018095 | 2.448775 |
| 185 | (juice nectars, fresh vegetables) | (fresh fruits) | 0.042775 | 0.555995 | 0.033055 | 0.772764 | 1.389877 | 0.009272 | 1.953942 |
| 129 | (chips pretzels, yogurt) | (fresh fruits) | 0.056980 | 0.555995 | 0.044025 | 0.772640 | 1.389652 | 0.012344 | 1.952868 |
| 400 | (packaged cheese, packaged vegetables fruits, ... | (fresh vegetables) | 0.044825 | 0.444360 | 0.034565 | 0.771110 | 1.735327 | 0.014647 | 2.427540 |
| 197 | (packaged cheese, fresh vegetables) | (fresh fruits) | 0.135850 | 0.555995 | 0.104570 | 0.769746 | 1.384448 | 0.029038 | 1.928327 |
| 250 | (water seltzer sparkling water, packaged veget... | (fresh fruits) | 0.073715 | 0.555995 | 0.056550 | 0.767144 | 1.379767 | 0.015565 | 1.906777 |
| 203 | (pasta sauce, fresh vegetables) | (fresh fruits) | 0.041005 | 0.555995 | 0.031430 | 0.766492 | 1.378595 | 0.008631 | 1.901454 |
| 229 | (milk, packaged cheese) | (fresh fruits) | 0.078170 | 0.555995 | 0.059885 | 0.766087 | 1.377866 | 0.016423 | 1.898161 |
| 10 | (canned jarred vegetables) | (fresh vegetables) | 0.071890 | 0.444360 | 0.055055 | 0.765823 | 1.723429 | 0.023110 | 2.372733 |
| 246 | (packaged vegetables fruits, soup broth bouillon) | (fresh fruits) | 0.041045 | 0.555995 | 0.031405 | 0.765136 | 1.376156 | 0.008584 | 1.890476 |
| 147 | (dry pasta, fresh vegetables) | (fresh fruits) | 0.047235 | 0.555995 | 0.036115 | 0.764581 | 1.375159 | 0.009853 | 1.886023 |
| 254 | (yogurt, refrigerated) | (fresh fruits) | 0.047175 | 0.555995 | 0.036030 | 0.763752 | 1.373667 | 0.009801 | 1.879402 |
| 151 | (milk, eggs) | (fresh fruits) | 0.047795 | 0.555995 | 0.036475 | 0.763155 | 1.372594 | 0.009901 | 1.874666 |
| 232 | (milk, soy lactosefree) | (fresh fruits) | 0.041220 | 0.555995 | 0.031440 | 0.762737 | 1.371841 | 0.008522 | 1.871358 |
| 106 | (butter, fresh vegetables) | (fresh fruits) | 0.044580 | 0.555995 | 0.033965 | 0.761889 | 1.370316 | 0.009179 | 1.864696 |
| 327 | (frozen produce, packaged vegetables fruits, f... | (fresh vegetables) | 0.054415 | 0.444360 | 0.041445 | 0.761647 | 1.714031 | 0.017265 | 2.331160 |
| 207 | (soup broth bouillon, fresh fruits) | (fresh vegetables) | 0.053880 | 0.444360 | 0.040940 | 0.759837 | 1.709957 | 0.016998 | 2.313592 |
| 214 | (water seltzer sparkling water, fresh vegetables) | (fresh fruits) | 0.083355 | 0.555995 | 0.063235 | 0.758623 | 1.364442 | 0.016890 | 1.839465 |
| 152 | (eggs, packaged cheese) | (fresh fruits) | 0.045435 | 0.555995 | 0.034460 | 0.758446 | 1.364124 | 0.009198 | 1.838120 |
| 145 | (cream, fresh vegetables) | (fresh fruits) | 0.044830 | 0.555995 | 0.033990 | 0.758198 | 1.363677 | 0.009065 | 1.836231 |
| 223 | (packaged vegetables fruits, ice cream ice) | (fresh fruits) | 0.043735 | 0.555995 | 0.033125 | 0.757403 | 1.362247 | 0.008809 | 1.830213 |
| 92 | (milk, bread) | (fresh fruits) | 0.059705 | 0.555995 | 0.045210 | 0.757223 | 1.361924 | 0.012014 | 1.828860 |
| 324 | (packaged vegetables fruits, fresh herbs) | (fresh fruits, fresh vegetables) | 0.052535 | 0.317560 | 0.039660 | 0.754925 | 2.377268 | 0.022977 | 2.784620 |
| 33 | (fresh herbs) | (fresh fruits) | 0.093005 | 0.555995 | 0.070135 | 0.754099 | 1.356306 | 0.018425 | 1.805627 |
| 348 | (packaged cheese, packaged vegetables fruits, ... | (fresh vegetables) | 0.090715 | 0.444360 | 0.068325 | 0.753183 | 1.694984 | 0.028015 | 2.251223 |
| 181 | (hot dogs bacon sausage, fresh vegetables) | (fresh fruits) | 0.049460 | 0.555995 | 0.037215 | 0.752426 | 1.353297 | 0.009715 | 1.793425 |
| 146 | (dry pasta, fresh fruits) | (fresh vegetables) | 0.048095 | 0.444360 | 0.036115 | 0.750910 | 1.689868 | 0.014744 | 2.230677 |
| 195 | (other creams cheeses, fresh vegetables) | (fresh fruits) | 0.052105 | 0.555995 | 0.039015 | 0.748777 | 1.346732 | 0.010045 | 1.767371 |
| 93 | (bread, packaged cheese) | (fresh fruits) | 0.059690 | 0.555995 | 0.044665 | 0.748283 | 1.345844 | 0.011478 | 1.763904 |
| 316 | (packaged vegetables fruits, fresh fruits, fre... | (fresh vegetables) | 0.043245 | 0.444360 | 0.032265 | 0.746098 | 1.679039 | 0.013049 | 2.188402 |
| 256 | (water seltzer sparkling water, yogurt) | (fresh fruits) | 0.056185 | 0.555995 | 0.041895 | 0.745662 | 1.341130 | 0.010656 | 1.745726 |
| 0 | (baby food formula) | (fresh fruits) | 0.045355 | 0.555995 | 0.033810 | 0.745453 | 1.340754 | 0.008593 | 1.744292 |
| 183 | (ice cream ice, fresh vegetables) | (fresh fruits) | 0.051995 | 0.555995 | 0.038700 | 0.744302 | 1.338685 | 0.009791 | 1.736445 |
| 391 | (packaged cheese, packaged vegetables fruits, ... | (fresh vegetables) | 0.051915 | 0.444360 | 0.038635 | 0.744197 | 1.674762 | 0.015566 | 2.172142 |
| 108 | (canned jarred vegetables, fresh vegetables) | (fresh fruits) | 0.055055 | 0.555995 | 0.040955 | 0.743892 | 1.337948 | 0.010345 | 1.733666 |
| 332 | (lunch meat, packaged vegetables fruits, fresh... | (fresh vegetables) | 0.043000 | 0.444360 | 0.031940 | 0.742791 | 1.671597 | 0.012833 | 2.160264 |
| 193 | (oils vinegars, fresh vegetables) | (fresh fruits) | 0.042610 | 0.555995 | 0.031600 | 0.741610 | 1.333843 | 0.007909 | 1.718352 |
| 89 | (baking ingredients, fresh vegetables) | (fresh fruits) | 0.043790 | 0.555995 | 0.032470 | 0.741493 | 1.333633 | 0.008123 | 1.717578 |
| 225 | (lunch meat, packaged cheese) | (fresh fruits) | 0.045205 | 0.555995 | 0.033515 | 0.741400 | 1.333466 | 0.008381 | 1.716959 |
| 360 | (soy lactosefree, packaged vegetables fruits, ... | (fresh vegetables) | 0.066960 | 0.444360 | 0.049600 | 0.740741 | 1.666983 | 0.019846 | 2.143183 |
| 208 | (soup broth bouillon, fresh vegetables) | (fresh fruits) | 0.055380 | 0.555995 | 0.040940 | 0.739256 | 1.329609 | 0.010149 | 1.702839 |
| 53 | (packaged vegetables fruits) | (fresh fruits) | 0.365415 | 0.555995 | 0.269870 | 0.738530 | 1.328304 | 0.066701 | 1.698112 |
| 158 | (eggs, packaged vegetables fruits) | (fresh vegetables) | 0.068650 | 0.444360 | 0.050675 | 0.738165 | 1.661186 | 0.020170 | 2.122097 |
| 192 | (oils vinegars, fresh fruits) | (fresh vegetables) | 0.042885 | 0.444360 | 0.031600 | 0.736854 | 1.658237 | 0.012544 | 2.111530 |
| 394 | (milk, packaged vegetables fruits, fresh fruit... | (fresh vegetables) | 0.044575 | 0.444360 | 0.032845 | 0.736848 | 1.658223 | 0.013038 | 2.111479 |
| 125 | (milk, chips pretzels) | (fresh fruits) | 0.048915 | 0.555995 | 0.036000 | 0.735971 | 1.323700 | 0.008804 | 1.681650 |
| 292 | (bread, packaged vegetables fruits, fresh fruits) | (fresh vegetables) | 0.062430 | 0.444360 | 0.045910 | 0.735384 | 1.654928 | 0.018169 | 2.099795 |
| 138 | (packaged cheese, crackers) | (fresh fruits) | 0.043875 | 0.555995 | 0.032260 | 0.735271 | 1.322441 | 0.007866 | 1.677204 |
| 387 | (milk, packaged cheese, packaged vegetables fr... | (fresh vegetables) | 0.043830 | 0.444360 | 0.032215 | 0.734999 | 1.654062 | 0.012739 | 2.096746 |
| 202 | (fresh fruits, pasta sauce) | (fresh vegetables) | 0.042840 | 0.444360 | 0.031430 | 0.733660 | 1.651049 | 0.012394 | 2.086207 |
| 260 | (frozen produce, packaged vegetables fruits) | (fresh vegetables) | 0.066985 | 0.444360 | 0.048895 | 0.729940 | 1.642676 | 0.019130 | 2.057465 |
| 39 | (frozen produce) | (fresh fruits) | 0.122580 | 0.555995 | 0.089235 | 0.727974 | 1.309317 | 0.021081 | 1.632213 |
| 13 | (canned meals beans) | (fresh vegetables) | 0.069705 | 0.444360 | 0.050435 | 0.723549 | 1.628295 | 0.019461 | 2.009906 |
| 233 | (milk, water seltzer sparkling water) | (fresh fruits) | 0.046610 | 0.555995 | 0.033700 | 0.723021 | 1.300409 | 0.007785 | 1.603027 |
| 369 | (packaged vegetables fruits, fresh fruits, yog... | (fresh vegetables) | 0.105790 | 0.444360 | 0.076240 | 0.720673 | 1.621822 | 0.029231 | 1.989210 |
| 126 | (packaged cheese, chips pretzels) | (fresh fruits) | 0.056405 | 0.555995 | 0.040565 | 0.719174 | 1.293490 | 0.009204 | 1.581067 |
| 242 | (water seltzer sparkling water, packaged cheese) | (fresh fruits) | 0.048255 | 0.555995 | 0.034565 | 0.716299 | 1.288319 | 0.007735 | 1.565045 |
| 306 | (packaged vegetables fruits, fresh fruits, cra... | (fresh vegetables) | 0.042385 | 0.444360 | 0.030350 | 0.716055 | 1.611430 | 0.011516 | 1.956859 |
| 12 | (canned meals beans) | (fresh fruits) | 0.069705 | 0.555995 | 0.049890 | 0.715731 | 1.287297 | 0.011134 | 1.561916 |
| 269 | (packaged cheese, packaged vegetables fruits) | (fresh vegetables) | 0.114610 | 0.444360 | 0.081970 | 0.715208 | 1.609524 | 0.031042 | 1.951039 |
| 340 | (milk, packaged vegetables fruits, fresh fruits) | (fresh vegetables) | 0.087450 | 0.444360 | 0.062535 | 0.715094 | 1.609268 | 0.023676 | 1.950260 |
| 35 | (fresh vegetables) | (fresh fruits) | 0.444360 | 0.555995 | 0.317560 | 0.714646 | 1.285346 | 0.070498 | 1.555978 |
| 64 | (yogurt) | (fresh fruits) | 0.263675 | 0.555995 | 0.188225 | 0.713852 | 1.283919 | 0.041623 | 1.551664 |
| 389 | (milk, packaged vegetables fruits, yogurt) | (fresh vegetables) | 0.051295 | 0.444360 | 0.036455 | 0.710693 | 1.599363 | 0.013662 | 1.920590 |
| 277 | (soy lactosefree, packaged vegetables fruits) | (fresh vegetables) | 0.081385 | 0.444360 | 0.057695 | 0.708914 | 1.595361 | 0.021531 | 1.908854 |
| 170 | (packaged vegetables fruits, fresh dips tapena... | (fresh vegetables) | 0.053785 | 0.444360 | 0.038095 | 0.708283 | 1.593940 | 0.014195 | 1.904723 |
| 263 | (lunch meat, packaged vegetables fruits) | (fresh vegetables) | 0.053225 | 0.444360 | 0.037600 | 0.706435 | 1.589781 | 0.013949 | 1.892732 |
| 41 | (hot cereal pancake mixes) | (fresh fruits) | 0.045025 | 0.555995 | 0.031740 | 0.704942 | 1.267892 | 0.006706 | 1.504804 |
| 402 | (yogurt, fresh fruits, packaged cheese, fresh ... | (packaged vegetables fruits) | 0.049105 | 0.365415 | 0.034565 | 0.703900 | 1.926302 | 0.016621 | 2.143143 |
| 30 | (fresh dips tapenades) | (fresh fruits) | 0.098205 | 0.555995 | 0.069040 | 0.703019 | 1.264434 | 0.014439 | 1.495063 |
| 81 | (spices seasonings) | (fresh vegetables) | 0.052165 | 0.444360 | 0.036660 | 0.702770 | 1.581533 | 0.013480 | 1.869394 |
| 353 | (packaged cheese, fresh fruits, yogurt) | (fresh vegetables) | 0.070020 | 0.444360 | 0.049105 | 0.701300 | 1.578224 | 0.017991 | 1.860192 |
| 289 | (bread, packaged cheese, fresh fruits) | (fresh vegetables) | 0.044665 | 0.444360 | 0.031275 | 0.700213 | 1.575778 | 0.011428 | 1.853447 |
| 302 | (packaged vegetables fruits, chips pretzels, f... | (fresh vegetables) | 0.057595 | 0.444360 | 0.040325 | 0.700148 | 1.575631 | 0.014732 | 1.853045 |
| 99 | (bread, packaged vegetables fruits) | (fresh vegetables) | 0.077055 | 0.444360 | 0.053835 | 0.698657 | 1.572277 | 0.019595 | 1.843878 |
| 26 | (eggs) | (fresh fruits) | 0.136490 | 0.555995 | 0.095325 | 0.698403 | 1.256131 | 0.019437 | 1.472179 |
| 58 | (soy lactosefree) | (fresh fruits) | 0.168355 | 0.555995 | 0.117480 | 0.697811 | 1.255067 | 0.023875 | 1.469297 |
| 177 | (frozen produce, fresh fruits) | (fresh vegetables) | 0.089235 | 0.444360 | 0.062170 | 0.696700 | 1.567872 | 0.022518 | 1.831980 |
| 356 | (packaged vegetables fruits, fresh fruits, ref... | (fresh vegetables) | 0.046595 | 0.444360 | 0.032460 | 0.696641 | 1.567741 | 0.011755 | 1.831627 |
| 46 | (lunch meat) | (fresh fruits) | 0.103890 | 0.555995 | 0.072290 | 0.695832 | 1.251508 | 0.014528 | 1.459737 |
| 62 | (tortillas flat bread) | (fresh fruits) | 0.056455 | 0.555995 | 0.039205 | 0.694447 | 1.249016 | 0.007816 | 1.453119 |
| 105 | (butter, fresh fruits) | (fresh vegetables) | 0.048920 | 0.444360 | 0.033965 | 0.694297 | 1.562465 | 0.012227 | 1.817580 |
| 149 | (eggs, fresh fruits) | (fresh vegetables) | 0.095325 | 0.444360 | 0.066145 | 0.693889 | 1.561548 | 0.023786 | 1.815160 |
| 337 | (milk, packaged cheese, fresh fruits) | (fresh vegetables) | 0.059885 | 0.444360 | 0.041475 | 0.692577 | 1.558595 | 0.014865 | 1.807415 |
| 318 | (fresh fruits, fresh dips tapenades, fresh veg... | (packaged vegetables fruits) | 0.046625 | 0.365415 | 0.032265 | 0.692011 | 1.893767 | 0.015228 | 2.060413 |
| 262 | (frozen produce, yogurt) | (fresh vegetables) | 0.045295 | 0.444360 | 0.031330 | 0.691688 | 1.556593 | 0.011203 | 1.802199 |
| 198 | (packaged vegetables fruits, fresh fruits) | (fresh vegetables) | 0.269870 | 0.444360 | 0.186580 | 0.691370 | 1.555878 | 0.066661 | 1.800343 |
| 194 | (other creams cheeses, fresh fruits) | (fresh vegetables) | 0.056630 | 0.444360 | 0.039015 | 0.688946 | 1.550423 | 0.013851 | 1.786312 |
| 281 | (packaged vegetables fruits, yogurt) | (fresh vegetables) | 0.127910 | 0.444360 | 0.087995 | 0.687945 | 1.548170 | 0.031157 | 1.780582 |
| 37 | (frozen breakfast) | (fresh fruits) | 0.061165 | 0.555995 | 0.042035 | 0.687239 | 1.236053 | 0.008028 | 1.419632 |
| 29 | (energy granola bars) | (fresh fruits) | 0.086545 | 0.555995 | 0.059450 | 0.686926 | 1.235489 | 0.011331 | 1.418210 |
| 23 | (dry pasta) | (fresh fruits) | 0.070055 | 0.555995 | 0.048095 | 0.686532 | 1.234781 | 0.009145 | 1.416429 |
| 88 | (baking ingredients, fresh fruits) | (fresh vegetables) | 0.047305 | 0.444360 | 0.032470 | 0.686397 | 1.544686 | 0.011450 | 1.771793 |
| 3 | (bread) | (fresh fruits) | 0.163865 | 0.555995 | 0.112410 | 0.685992 | 1.233809 | 0.021302 | 1.413990 |
| 157 | (eggs, packaged cheese) | (fresh vegetables) | 0.045435 | 0.444360 | 0.031160 | 0.685815 | 1.543377 | 0.010971 | 1.768512 |
| 60 | (spreads) | (fresh fruits) | 0.078185 | 0.555995 | 0.053560 | 0.685042 | 1.232101 | 0.010090 | 1.409727 |
| 180 | (hot dogs bacon sausage, fresh fruits) | (fresh vegetables) | 0.054425 | 0.444360 | 0.037215 | 0.683785 | 1.538809 | 0.013031 | 1.757159 |
| 55 | (pasta sauce) | (fresh fruits) | 0.062660 | 0.555995 | 0.042840 | 0.683690 | 1.229669 | 0.008001 | 1.403701 |
| 365 | (water seltzer sparkling water, packaged veget... | (fresh vegetables) | 0.056550 | 0.444360 | 0.038645 | 0.683378 | 1.537892 | 0.013516 | 1.754898 |
| 40 | (fruit vegetable snacks) | (fresh fruits) | 0.046085 | 0.555995 | 0.031460 | 0.682652 | 1.227802 | 0.005837 | 1.399109 |
| 48 | (nuts seeds dried fruit) | (fresh fruits) | 0.080225 | 0.555995 | 0.054750 | 0.682456 | 1.227449 | 0.010145 | 1.398245 |
| 297 | (bread, fresh fruits, yogurt) | (fresh vegetables) | 0.048950 | 0.444360 | 0.033370 | 0.681716 | 1.534153 | 0.011619 | 1.745737 |
| 266 | (milk, packaged vegetables fruits) | (fresh vegetables) | 0.107425 | 0.444360 | 0.073075 | 0.680242 | 1.530835 | 0.025340 | 1.737689 |
| 9 | (canned jarred vegetables) | (fresh fruits) | 0.071890 | 0.555995 | 0.048880 | 0.679928 | 1.222902 | 0.008910 | 1.387202 |
| 392 | (packaged cheese, fresh vegetables, yogurt) | (packaged vegetables fruits) | 0.057195 | 0.365415 | 0.038635 | 0.675496 | 1.848572 | 0.017735 | 1.955554 |
| 165 | (fresh fruits, fresh dips tapenades) | (fresh vegetables) | 0.069040 | 0.444360 | 0.046625 | 0.675333 | 1.519788 | 0.015946 | 1.711416 |
| 47 | (milk) | (fresh fruits) | 0.243325 | 0.555995 | 0.164310 | 0.675270 | 1.214525 | 0.029023 | 1.367304 |
| 51 | (packaged cheese) | (fresh fruits) | 0.230995 | 0.555995 | 0.155900 | 0.674906 | 1.213871 | 0.027468 | 1.365776 |
| 24 | (dry pasta) | (fresh vegetables) | 0.070055 | 0.444360 | 0.047235 | 0.674256 | 1.517364 | 0.016105 | 1.705756 |
| 5 | (breakfast bakery) | (fresh fruits) | 0.067765 | 0.555995 | 0.045680 | 0.674094 | 1.212411 | 0.008003 | 1.362373 |
| 396 | (milk, yogurt, fresh fruits, fresh vegetables) | (packaged vegetables fruits) | 0.048835 | 0.365415 | 0.032845 | 0.672571 | 1.840567 | 0.015000 | 1.938084 |
| 374 | (soy lactosefree, fresh fruits, yogurt) | (fresh vegetables) | 0.046075 | 0.444360 | 0.030910 | 0.670863 | 1.509728 | 0.010436 | 1.688171 |
| 196 | (packaged cheese, fresh fruits) | (fresh vegetables) | 0.155900 | 0.444360 | 0.104570 | 0.670750 | 1.509475 | 0.035294 | 1.687595 |
| 160 | (eggs, yogurt) | (fresh vegetables) | 0.049905 | 0.444360 | 0.033470 | 0.670674 | 1.509304 | 0.011294 | 1.687205 |
| 142 | (packaged vegetables fruits, crackers) | (fresh vegetables) | 0.052650 | 0.444360 | 0.035225 | 0.669041 | 1.505628 | 0.011829 | 1.678878 |
| 334 | (lunch meat, fresh fruits, fresh vegetables) | (packaged vegetables fruits) | 0.047870 | 0.365415 | 0.031940 | 0.667224 | 1.825934 | 0.014448 | 1.906942 |
| 329 | (frozen produce, fresh fruits, fresh vegetables) | (packaged vegetables fruits) | 0.062170 | 0.365415 | 0.041445 | 0.666640 | 1.824336 | 0.018727 | 1.903602 |
| 403 | (packaged cheese, packaged vegetables fruits, ... | (fresh fruits, fresh vegetables) | 0.051915 | 0.317560 | 0.034565 | 0.665800 | 2.096611 | 0.018079 | 2.042010 |
| 174 | (fresh herbs) | (fresh fruits, fresh vegetables) | 0.093005 | 0.317560 | 0.061815 | 0.664642 | 2.092964 | 0.032280 | 2.034958 |
| 79 | (soup broth bouillon) | (fresh vegetables) | 0.083365 | 0.444360 | 0.055380 | 0.664308 | 1.494976 | 0.018336 | 1.655206 |
| 186 | (lunch meat, fresh fruits) | (fresh vegetables) | 0.072290 | 0.444360 | 0.047870 | 0.662194 | 1.490220 | 0.015747 | 1.644849 |
| 308 | (fresh fruits, crackers, fresh vegetables) | (packaged vegetables fruits) | 0.045875 | 0.365415 | 0.030350 | 0.661580 | 1.810490 | 0.013587 | 1.875142 |
| 6 | (butter) | (fresh fruits) | 0.074330 | 0.555995 | 0.048920 | 0.658146 | 1.183727 | 0.007593 | 1.298815 |
| 171 | (fresh dips tapenades, fresh vegetables) | (packaged vegetables fruits) | 0.057955 | 0.365415 | 0.038095 | 0.657320 | 1.798832 | 0.016917 | 1.851832 |
| 21 | (crackers) | (fresh fruits) | 0.114970 | 0.555995 | 0.075480 | 0.656519 | 1.180800 | 0.011557 | 1.292663 |
| 362 | (soy lactosefree, fresh fruits, fresh vegetables) | (packaged vegetables fruits) | 0.075620 | 0.365415 | 0.049600 | 0.655911 | 1.794976 | 0.021967 | 1.844247 |
| 271 | (soy lactosefree, packaged cheese) | (fresh vegetables) | 0.046265 | 0.444360 | 0.030345 | 0.655895 | 1.476045 | 0.009787 | 1.614741 |
| 273 | (packaged vegetables fruits, refrigerated) | (fresh vegetables) | 0.058705 | 0.444360 | 0.038470 | 0.655310 | 1.474729 | 0.012384 | 1.612001 |
| 50 | (other creams cheeses) | (fresh fruits) | 0.086485 | 0.555995 | 0.056630 | 0.654796 | 1.177701 | 0.008545 | 1.286209 |
| 78 | (pasta sauce) | (fresh vegetables) | 0.062660 | 0.444360 | 0.041005 | 0.654405 | 1.472690 | 0.013161 | 1.607777 |
| 131 | (packaged vegetables fruits, chips pretzels) | (fresh vegetables) | 0.073545 | 0.444360 | 0.048105 | 0.654089 | 1.471981 | 0.015425 | 1.606311 |
| 350 | (packaged cheese, fresh fruits, fresh vegetables) | (packaged vegetables fruits) | 0.104570 | 0.365415 | 0.068325 | 0.653390 | 1.788077 | 0.030114 | 1.830833 |
| 388 | (milk, packaged cheese, fresh vegetables) | (packaged vegetables fruits) | 0.049305 | 0.365415 | 0.032215 | 0.653382 | 1.788055 | 0.014198 | 1.830791 |
| 345 | (milk, fresh fruits, yogurt) | (fresh vegetables) | 0.074860 | 0.444360 | 0.048835 | 0.652351 | 1.468069 | 0.015570 | 1.598279 |
| 44 | (instant foods) | (fresh fruits) | 0.051995 | 0.555995 | 0.033840 | 0.650832 | 1.170571 | 0.004931 | 1.271608 |
| 83 | (tortillas flat bread) | (fresh vegetables) | 0.056455 | 0.444360 | 0.036525 | 0.646975 | 1.455971 | 0.011439 | 1.573942 |
| 42 | (hot dogs bacon sausage) | (fresh fruits) | 0.084190 | 0.555995 | 0.054425 | 0.646454 | 1.162698 | 0.007616 | 1.255864 |
| 57 | (soup broth bouillon) | (fresh fruits) | 0.083365 | 0.555995 | 0.053880 | 0.646314 | 1.162446 | 0.007529 | 1.255366 |
| 272 | (packaged cheese, yogurt) | (fresh vegetables) | 0.088520 | 0.444360 | 0.057195 | 0.646125 | 1.454058 | 0.017860 | 1.570160 |
| 390 | (milk, fresh vegetables, yogurt) | (packaged vegetables fruits) | 0.056510 | 0.365415 | 0.036455 | 0.645107 | 1.765409 | 0.015805 | 1.788103 |
| 56 | (refrigerated) | (fresh fruits) | 0.134040 | 0.555995 | 0.086430 | 0.644808 | 1.159736 | 0.011904 | 1.250041 |
| 15 | (cereal) | (fresh fruits) | 0.092560 | 0.555995 | 0.059620 | 0.644123 | 1.158505 | 0.008157 | 1.247635 |
| 371 | (fresh fruits, fresh vegetables, yogurt) | (packaged vegetables fruits) | 0.118420 | 0.365415 | 0.076240 | 0.643810 | 1.761860 | 0.032968 | 1.781592 |
| 90 | (bread, fresh fruits) | (fresh vegetables) | 0.112410 | 0.444360 | 0.072365 | 0.643759 | 1.448734 | 0.022414 | 1.559733 |
| 209 | (soy lactosefree, fresh fruits) | (fresh vegetables) | 0.117480 | 0.444360 | 0.075620 | 0.643684 | 1.448564 | 0.023417 | 1.559402 |
| 313 | (eggs, fresh fruits, fresh vegetables) | (packaged vegetables fruits) | 0.066145 | 0.365415 | 0.042555 | 0.643359 | 1.760626 | 0.018385 | 1.779340 |
| 76 | (packaged vegetables fruits) | (fresh vegetables) | 0.365415 | 0.444360 | 0.234555 | 0.641887 | 1.444519 | 0.072179 | 1.551576 |
| 323 | (fresh fruits, fresh herbs, fresh vegetables) | (packaged vegetables fruits) | 0.061815 | 0.365415 | 0.039660 | 0.641592 | 1.755790 | 0.017072 | 1.770565 |
| 156 | (milk, eggs) | (fresh vegetables) | 0.047795 | 0.444360 | 0.030660 | 0.641490 | 1.443626 | 0.009422 | 1.549858 |
| 52 | (packaged produce) | (fresh fruits) | 0.062270 | 0.555995 | 0.039945 | 0.641481 | 1.153753 | 0.005323 | 1.238441 |
| 397 | (milk, packaged vegetables fruits, yogurt) | (fresh fruits, fresh vegetables) | 0.051295 | 0.317560 | 0.032845 | 0.640316 | 2.016362 | 0.016556 | 1.897331 |
| 385 | (packaged cheese, fresh fruits, yogurt) | (packaged vegetables fruits) | 0.070020 | 0.365415 | 0.044825 | 0.640174 | 1.751910 | 0.019239 | 1.763590 |
| 279 | (water seltzer sparkling water, packaged veget... | (fresh vegetables) | 0.073715 | 0.444360 | 0.047105 | 0.639015 | 1.438057 | 0.014349 | 1.539233 |
| 59 | (spices seasonings) | (fresh fruits) | 0.052165 | 0.555995 | 0.033220 | 0.636825 | 1.145380 | 0.004217 | 1.222566 |
| 36 | (frozen appetizers sides) | (fresh fruits) | 0.051875 | 0.555995 | 0.033035 | 0.636819 | 1.145369 | 0.004193 | 1.222546 |
| 49 | (oils vinegars) | (fresh fruits) | 0.067350 | 0.555995 | 0.042885 | 0.636748 | 1.145241 | 0.005439 | 1.222307 |
| 294 | (bread, fresh fruits, fresh vegetables) | (packaged vegetables fruits) | 0.072365 | 0.365415 | 0.045910 | 0.634423 | 1.736170 | 0.019467 | 1.735844 |
| 68 | (frozen produce) | (fresh vegetables) | 0.122580 | 0.444360 | 0.077750 | 0.634280 | 1.427400 | 0.023280 | 1.519303 |
| 304 | (chips pretzels, fresh fruits, fresh vegetables) | (packaged vegetables fruits) | 0.063685 | 0.365415 | 0.040325 | 0.633195 | 1.732810 | 0.017054 | 1.730032 |
| 73 | (oils vinegars) | (fresh vegetables) | 0.067350 | 0.444360 | 0.042610 | 0.632665 | 1.423767 | 0.012682 | 1.512625 |
| 98 | (bread, packaged cheese) | (fresh vegetables) | 0.059690 | 0.444360 | 0.037740 | 0.632267 | 1.422870 | 0.011216 | 1.510986 |
| 358 | (refrigerated, fresh fruits, fresh vegetables) | (packaged vegetables fruits) | 0.051445 | 0.365415 | 0.032460 | 0.630965 | 1.726708 | 0.013661 | 1.719580 |
| 265 | (milk, packaged cheese) | (fresh vegetables) | 0.078170 | 0.444360 | 0.049305 | 0.630741 | 1.419436 | 0.014569 | 1.504742 |
| 215 | (fresh fruits, yogurt) | (fresh vegetables) | 0.188225 | 0.444360 | 0.118420 | 0.629141 | 1.415835 | 0.034780 | 1.498250 |
| 261 | (frozen produce, fresh vegetables) | (packaged vegetables fruits) | 0.077750 | 0.365415 | 0.048895 | 0.628875 | 1.720987 | 0.020484 | 1.709894 |
| 342 | (milk, fresh fruits, fresh vegetables) | (packaged vegetables fruits) | 0.099590 | 0.365415 | 0.062535 | 0.627924 | 1.718387 | 0.026143 | 1.705527 |
| 190 | (nuts seeds dried fruit, fresh fruits) | (fresh vegetables) | 0.054750 | 0.444360 | 0.034350 | 0.627397 | 1.411912 | 0.010021 | 1.491240 |
| 16 | (chips pretzels) | (fresh fruits) | 0.169435 | 0.555995 | 0.106300 | 0.627379 | 1.128390 | 0.012095 | 1.191573 |
| 168 | (fresh fruits, fresh dips tapenades) | (packaged vegetables fruits) | 0.069040 | 0.365415 | 0.043245 | 0.626376 | 1.714150 | 0.018017 | 1.698459 |
| 264 | (lunch meat, fresh vegetables) | (packaged vegetables fruits) | 0.060095 | 0.365415 | 0.037600 | 0.625676 | 1.712234 | 0.015640 | 1.695283 |
| 378 | (milk, packaged cheese, fresh fruits) | (packaged vegetables fruits) | 0.059885 | 0.365415 | 0.037380 | 0.624196 | 1.708185 | 0.015497 | 1.688608 |
| 101 | (bread, yogurt) | (fresh vegetables) | 0.061840 | 0.444360 | 0.038560 | 0.623545 | 1.403242 | 0.011081 | 1.475978 |
| 22 | (cream) | (fresh fruits) | 0.091605 | 0.555995 | 0.057010 | 0.622346 | 1.119337 | 0.006078 | 1.175692 |
| 45 | (juice nectars) | (fresh fruits) | 0.089395 | 0.555995 | 0.055600 | 0.621959 | 1.118641 | 0.005897 | 1.174488 |
| 176 | (fresh fruits, fresh herbs) | (packaged vegetables fruits) | 0.070135 | 0.365415 | 0.043490 | 0.620090 | 1.696947 | 0.017862 | 1.670355 |
| 314 | (eggs, packaged vegetables fruits) | (fresh fruits, fresh vegetables) | 0.068650 | 0.317560 | 0.042555 | 0.619883 | 1.952020 | 0.020755 | 1.795344 |
| 18 | (condiments) | (fresh fruits) | 0.059465 | 0.555995 | 0.036830 | 0.619356 | 1.113960 | 0.003768 | 1.166457 |
| 330 | (frozen produce, packaged vegetables fruits) | (fresh fruits, fresh vegetables) | 0.066985 | 0.317560 | 0.041445 | 0.618721 | 1.948358 | 0.020173 | 1.789869 |
| 301 | (bread, fresh fruits, yogurt) | (packaged vegetables fruits) | 0.048950 | 0.365415 | 0.030265 | 0.618284 | 1.692005 | 0.012378 | 1.662453 |
| 27 | (eggs) | (fresh vegetables) | 0.136490 | 0.444360 | 0.084310 | 0.617701 | 1.390091 | 0.023659 | 1.453417 |
| 1 | (baking ingredients) | (fresh fruits) | 0.076635 | 0.555995 | 0.047305 | 0.617277 | 1.110220 | 0.004696 | 1.160120 |
| 143 | (crackers, fresh vegetables) | (packaged vegetables fruits) | 0.057335 | 0.365415 | 0.035225 | 0.614372 | 1.681298 | 0.014274 | 1.645587 |
| 211 | (fresh fruits, spreads) | (fresh vegetables) | 0.053560 | 0.444360 | 0.032885 | 0.613984 | 1.381727 | 0.009085 | 1.439423 |
| 278 | (soy lactosefree, fresh vegetables) | (packaged vegetables fruits) | 0.094120 | 0.365415 | 0.057695 | 0.612994 | 1.677528 | 0.023302 | 1.639729 |
| 116 | (canned meals beans, fresh fruits) | (packaged vegetables fruits) | 0.049890 | 0.365415 | 0.030560 | 0.612548 | 1.676307 | 0.012329 | 1.637840 |
| 283 | (soy lactosefree, yogurt) | (fresh vegetables) | 0.058195 | 0.444360 | 0.035635 | 0.612338 | 1.378022 | 0.009775 | 1.433310 |
| 367 | (water seltzer sparkling water, fresh fruits, ... | (packaged vegetables fruits) | 0.063235 | 0.365415 | 0.038645 | 0.611133 | 1.672436 | 0.015538 | 1.631882 |
| 19 | (condiments) | (fresh vegetables) | 0.059465 | 0.444360 | 0.036290 | 0.610275 | 1.373380 | 0.009866 | 1.425723 |
| 219 | (frozen produce, fresh fruits) | (packaged vegetables fruits) | 0.089235 | 0.365415 | 0.054415 | 0.609794 | 1.668772 | 0.021807 | 1.626284 |
| 363 | (soy lactosefree, packaged vegetables fruits) | (fresh fruits, fresh vegetables) | 0.081385 | 0.317560 | 0.049600 | 0.609449 | 1.919161 | 0.023755 | 1.747377 |
| 282 | (fresh vegetables, yogurt) | (packaged vegetables fruits) | 0.144660 | 0.365415 | 0.087995 | 0.608288 | 1.664651 | 0.035134 | 1.620031 |
| 136 | (fresh fruits, crackers) | (fresh vegetables) | 0.075480 | 0.444360 | 0.045875 | 0.607777 | 1.367758 | 0.012335 | 1.416643 |
| 188 | (milk, fresh fruits) | (fresh vegetables) | 0.164310 | 0.444360 | 0.099590 | 0.606110 | 1.364008 | 0.026577 | 1.410649 |
| 118 | (canned meals beans, fresh vegetables) | (packaged vegetables fruits) | 0.050435 | 0.365415 | 0.030555 | 0.605829 | 1.657921 | 0.012125 | 1.609924 |
| 404 | (packaged cheese, yogurt, fresh vegetables) | (packaged vegetables fruits, fresh fruits) | 0.057195 | 0.269870 | 0.034565 | 0.604336 | 2.239360 | 0.019130 | 1.845329 |
| 270 | (packaged cheese, fresh vegetables) | (packaged vegetables fruits) | 0.135850 | 0.365415 | 0.081970 | 0.603386 | 1.651235 | 0.032328 | 1.600007 |
| 74 | (other creams cheeses) | (fresh vegetables) | 0.086485 | 0.444360 | 0.052105 | 0.602474 | 1.355825 | 0.013675 | 1.397747 |
| 159 | (eggs, fresh vegetables) | (packaged vegetables fruits) | 0.084310 | 0.365415 | 0.050675 | 0.601056 | 1.644858 | 0.019867 | 1.590660 |
| 182 | (fresh fruits, ice cream ice) | (fresh vegetables) | 0.064485 | 0.444360 | 0.038700 | 0.600140 | 1.350571 | 0.010045 | 1.389585 |
| 335 | (lunch meat, packaged vegetables fruits) | (fresh fruits, fresh vegetables) | 0.053225 | 0.317560 | 0.031940 | 0.600094 | 1.889703 | 0.015038 | 1.706501 |
| 319 | (packaged vegetables fruits, fresh dips tapena... | (fresh fruits, fresh vegetables) | 0.053785 | 0.317560 | 0.032265 | 0.599888 | 1.889055 | 0.015185 | 1.705624 |
| 7 | (butter) | (fresh vegetables) | 0.074330 | 0.444360 | 0.044580 | 0.599758 | 1.349712 | 0.011551 | 1.388260 |
| 123 | (chips pretzels, fresh fruits) | (fresh vegetables) | 0.106300 | 0.444360 | 0.063685 | 0.599106 | 1.348245 | 0.016450 | 1.386003 |
| 258 | (fresh herbs, fresh vegetables) | (packaged vegetables fruits) | 0.078655 | 0.365415 | 0.046980 | 0.597292 | 1.634558 | 0.018238 | 1.575794 |
| 144 | (fresh fruits, cream) | (fresh vegetables) | 0.057010 | 0.444360 | 0.033990 | 0.596211 | 1.341730 | 0.008657 | 1.376066 |
| 351 | (packaged cheese, packaged vegetables fruits) | (fresh fruits, fresh vegetables) | 0.114610 | 0.317560 | 0.068325 | 0.596152 | 1.877290 | 0.031929 | 1.689844 |
| 372 | (packaged vegetables fruits, yogurt) | (fresh fruits, fresh vegetables) | 0.127910 | 0.317560 | 0.076240 | 0.596044 | 1.876950 | 0.035621 | 1.689392 |
| 295 | (bread, packaged vegetables fruits) | (fresh fruits, fresh vegetables) | 0.077055 | 0.317560 | 0.045910 | 0.595808 | 1.876207 | 0.021440 | 1.688406 |
| 383 | (milk, fresh fruits, yogurt) | (packaged vegetables fruits) | 0.074860 | 0.365415 | 0.044575 | 0.595445 | 1.629503 | 0.017220 | 1.568599 |
| 205 | (fresh fruits, refrigerated) | (fresh vegetables) | 0.086430 | 0.444360 | 0.051445 | 0.595222 | 1.339503 | 0.013039 | 1.372702 |
| 227 | (lunch meat, fresh fruits) | (packaged vegetables fruits) | 0.072290 | 0.365415 | 0.043000 | 0.594826 | 1.627811 | 0.016584 | 1.566205 |
| 130 | (packaged cheese, chips pretzels) | (fresh vegetables) | 0.056405 | 0.444360 | 0.033535 | 0.594539 | 1.337968 | 0.008471 | 1.370392 |
| 184 | (juice nectars, fresh fruits) | (fresh vegetables) | 0.055600 | 0.444360 | 0.033055 | 0.594514 | 1.337912 | 0.008349 | 1.370308 |
| 38 | (frozen meals) | (fresh fruits) | 0.074330 | 0.555995 | 0.044090 | 0.593166 | 1.066854 | 0.002763 | 1.091365 |
| 97 | (milk, bread) | (fresh vegetables) | 0.059705 | 0.444360 | 0.035350 | 0.592078 | 1.332428 | 0.008819 | 1.362122 |
| 61 | (tea) | (fresh fruits) | 0.057010 | 0.555995 | 0.033720 | 0.591475 | 1.063814 | 0.002023 | 1.086850 |
| 268 | (milk, yogurt) | (fresh vegetables) | 0.095705 | 0.444360 | 0.056510 | 0.590460 | 1.328788 | 0.013983 | 1.356743 |
| 31 | (fresh dips tapenades) | (fresh vegetables) | 0.098205 | 0.444360 | 0.057955 | 0.590143 | 1.328074 | 0.014317 | 1.355693 |
| 75 | (packaged cheese) | (fresh vegetables) | 0.230995 | 0.444360 | 0.135850 | 0.588108 | 1.323494 | 0.033205 | 1.348994 |
| 100 | (bread, fresh vegetables) | (packaged vegetables fruits) | 0.091590 | 0.365415 | 0.053835 | 0.587783 | 1.608534 | 0.020367 | 1.539442 |
| 200 | (fresh fruits, fresh vegetables) | (packaged vegetables fruits) | 0.317560 | 0.365415 | 0.186580 | 0.587543 | 1.607877 | 0.070539 | 1.538546 |
| 69 | (hot dogs bacon sausage) | (fresh vegetables) | 0.084190 | 0.444360 | 0.049460 | 0.587481 | 1.322083 | 0.012049 | 1.346943 |
| 287 | (packaged cheese, yogurt) | (packaged vegetables fruits) | 0.088520 | 0.365415 | 0.051915 | 0.586478 | 1.604963 | 0.019568 | 1.534584 |
| 267 | (milk, fresh vegetables) | (packaged vegetables fruits) | 0.124715 | 0.365415 | 0.073075 | 0.585936 | 1.603481 | 0.027502 | 1.532577 |
| 132 | (chips pretzels, fresh vegetables) | (packaged vegetables fruits) | 0.082245 | 0.365415 | 0.048105 | 0.584899 | 1.600642 | 0.018051 | 1.528748 |
| 119 | (cereal, fresh fruits) | (fresh vegetables) | 0.059620 | 0.444360 | 0.034865 | 0.584787 | 1.316021 | 0.008372 | 1.338205 |
| 274 | (fresh vegetables, refrigerated) | (packaged vegetables fruits) | 0.065825 | 0.365415 | 0.038470 | 0.584428 | 1.599355 | 0.014417 | 1.527017 |
| 43 | (ice cream ice) | (fresh fruits) | 0.110510 | 0.555995 | 0.064485 | 0.583522 | 1.049509 | 0.003042 | 1.066094 |
| 247 | (soup broth bouillon, fresh fruits) | (packaged vegetables fruits) | 0.053880 | 0.365415 | 0.031405 | 0.582869 | 1.595089 | 0.011716 | 1.521310 |
| 343 | (milk, packaged vegetables fruits) | (fresh fruits, fresh vegetables) | 0.107425 | 0.317560 | 0.062535 | 0.582127 | 1.833125 | 0.028421 | 1.633128 |
| 240 | (packaged cheese, fresh fruits) | (packaged vegetables fruits) | 0.155900 | 0.365415 | 0.090715 | 0.581879 | 1.592380 | 0.033747 | 1.517708 |
| 398 | (milk, yogurt, fresh vegetables) | (packaged vegetables fruits, fresh fruits) | 0.056510 | 0.269870 | 0.032845 | 0.581225 | 2.153721 | 0.017595 | 1.743488 |
| 111 | (canned jarred vegetables, fresh vegetables) | (packaged vegetables fruits) | 0.055055 | 0.365415 | 0.031925 | 0.579875 | 1.586893 | 0.011807 | 1.510466 |
| 20 | (cookies cakes) | (fresh fruits) | 0.059725 | 0.555995 | 0.034610 | 0.579489 | 1.042256 | 0.001403 | 1.055871 |
| 276 | (soup broth bouillon, fresh vegetables) | (packaged vegetables fruits) | 0.055380 | 0.365415 | 0.032055 | 0.578819 | 1.584005 | 0.011818 | 1.506680 |
| 70 | (lunch meat) | (fresh vegetables) | 0.103890 | 0.444360 | 0.060095 | 0.578448 | 1.301756 | 0.013930 | 1.318083 |
| 222 | (hot dogs bacon sausage, fresh fruits) | (packaged vegetables fruits) | 0.054425 | 0.365415 | 0.031455 | 0.577951 | 1.581630 | 0.011567 | 1.503582 |
| 154 | (eggs, fresh fruits) | (packaged vegetables fruits) | 0.095325 | 0.365415 | 0.055045 | 0.577446 | 1.580246 | 0.020212 | 1.501783 |
| 133 | (chips pretzels, yogurt) | (fresh vegetables) | 0.056980 | 0.444360 | 0.032885 | 0.577132 | 1.298795 | 0.007565 | 1.313981 |
| 236 | (nuts seeds dried fruit, fresh fruits) | (packaged vegetables fruits) | 0.054750 | 0.365415 | 0.031575 | 0.576712 | 1.578239 | 0.011569 | 1.499181 |
| 309 | (packaged vegetables fruits, crackers) | (fresh fruits, fresh vegetables) | 0.052650 | 0.317560 | 0.030350 | 0.576448 | 1.815242 | 0.013630 | 1.611232 |
| 63 | (water seltzer sparkling water) | (fresh fruits) | 0.193005 | 0.555995 | 0.111045 | 0.575348 | 1.034807 | 0.003735 | 1.045573 |
| 8 | (candy chocolate) | (fresh fruits) | 0.069305 | 0.555995 | 0.039820 | 0.574562 | 1.033394 | 0.001287 | 1.043641 |
| 17 | (coffee) | (fresh fruits) | 0.055650 | 0.555995 | 0.031855 | 0.572417 | 1.029536 | 0.000914 | 1.038406 |
| 2 | (baking ingredients) | (fresh vegetables) | 0.076635 | 0.444360 | 0.043790 | 0.571410 | 1.285917 | 0.009736 | 1.296437 |
| 34 | (fresh fruits) | (fresh vegetables) | 0.555995 | 0.444360 | 0.317560 | 0.571156 | 1.285346 | 0.070498 | 1.295670 |
| 249 | (soy lactosefree, fresh fruits) | (packaged vegetables fruits) | 0.117480 | 0.365415 | 0.066960 | 0.569969 | 1.559786 | 0.024031 | 1.475674 |
| 109 | (canned jarred vegetables) | (fresh fruits, fresh vegetables) | 0.071890 | 0.317560 | 0.040955 | 0.569690 | 1.793960 | 0.018126 | 1.585926 |
| 213 | (water seltzer sparkling water, fresh fruits) | (fresh vegetables) | 0.111045 | 0.444360 | 0.063235 | 0.569454 | 1.281515 | 0.013891 | 1.290547 |
| 161 | (fresh fruits, energy granola bars) | (fresh vegetables) | 0.059450 | 0.444360 | 0.033845 | 0.569302 | 1.281173 | 0.007428 | 1.290092 |
| 114 | (canned meals beans) | (fresh fruits, fresh vegetables) | 0.069705 | 0.317560 | 0.039670 | 0.569113 | 1.792142 | 0.017534 | 1.583802 |
| 325 | (fresh fruits, fresh herbs) | (packaged vegetables fruits, fresh vegetables) | 0.070135 | 0.234555 | 0.039660 | 0.565481 | 2.410867 | 0.023209 | 1.761591 |
| 280 | (water seltzer sparkling water, fresh vegetables) | (packaged vegetables fruits) | 0.083355 | 0.365415 | 0.047105 | 0.565113 | 1.546497 | 0.016646 | 1.459195 |
| 66 | (fresh herbs) | (packaged vegetables fruits) | 0.093005 | 0.365415 | 0.052535 | 0.564862 | 1.545810 | 0.018550 | 1.458354 |
| 253 | (fresh fruits, yogurt) | (packaged vegetables fruits) | 0.188225 | 0.365415 | 0.105790 | 0.562040 | 1.538087 | 0.037010 | 1.448957 |
| 104 | (bread, yogurt) | (packaged vegetables fruits) | 0.061840 | 0.365415 | 0.034755 | 0.562015 | 1.538018 | 0.012158 | 1.448873 |
| 140 | (fresh fruits, crackers) | (packaged vegetables fruits) | 0.075480 | 0.365415 | 0.042385 | 0.561539 | 1.536717 | 0.014803 | 1.447302 |
| 285 | (milk, packaged cheese) | (packaged vegetables fruits) | 0.078170 | 0.365415 | 0.043830 | 0.560701 | 1.534423 | 0.015266 | 1.444540 |
| 288 | (soy lactosefree, yogurt) | (packaged vegetables fruits) | 0.058195 | 0.365415 | 0.032535 | 0.559069 | 1.529955 | 0.011270 | 1.439192 |
| 80 | (soy lactosefree) | (fresh vegetables) | 0.168355 | 0.444360 | 0.094120 | 0.559057 | 1.258117 | 0.019310 | 1.260117 |
| 4 | (bread) | (fresh vegetables) | 0.163865 | 0.444360 | 0.091590 | 0.558936 | 1.257844 | 0.018775 | 1.259771 |
| 103 | (bread, packaged cheese) | (packaged vegetables fruits) | 0.059690 | 0.365415 | 0.033280 | 0.557547 | 1.525792 | 0.011468 | 1.434244 |
| 320 | (fresh dips tapenades, fresh vegetables) | (packaged vegetables fruits, fresh fruits) | 0.057955 | 0.269870 | 0.032265 | 0.556725 | 2.062938 | 0.016625 | 1.647127 |
| 95 | (bread, fresh fruits) | (packaged vegetables fruits) | 0.112410 | 0.365415 | 0.062430 | 0.555378 | 1.519855 | 0.021354 | 1.427245 |
| 238 | (other creams cheeses, fresh fruits) | (packaged vegetables fruits) | 0.056630 | 0.365415 | 0.031435 | 0.555094 | 1.519080 | 0.010742 | 1.426337 |
| 355 | (packaged cheese, yogurt) | (fresh fruits, fresh vegetables) | 0.088520 | 0.317560 | 0.049105 | 0.554733 | 1.746862 | 0.020995 | 1.532655 |
| 164 | (fresh fruits, energy granola bars) | (packaged vegetables fruits) | 0.059450 | 0.365415 | 0.032945 | 0.554163 | 1.516531 | 0.011221 | 1.423357 |
| 359 | (packaged vegetables fruits, refrigerated) | (fresh fruits, fresh vegetables) | 0.058705 | 0.317560 | 0.032460 | 0.552934 | 1.741196 | 0.013818 | 1.526487 |
| 135 | (chips pretzels, yogurt) | (packaged vegetables fruits) | 0.056980 | 0.365415 | 0.031465 | 0.552211 | 1.511189 | 0.010644 | 1.417153 |
| 84 | (yogurt) | (fresh vegetables) | 0.263675 | 0.444360 | 0.144660 | 0.548630 | 1.234652 | 0.027493 | 1.231008 |
| 305 | (packaged vegetables fruits, chips pretzels) | (fresh fruits, fresh vegetables) | 0.073545 | 0.317560 | 0.040325 | 0.548304 | 1.726615 | 0.016970 | 1.510838 |
| 32 | (fresh dips tapenades) | (packaged vegetables fruits) | 0.098205 | 0.365415 | 0.053785 | 0.547681 | 1.498791 | 0.017899 | 1.402959 |
| 85 | (frozen produce) | (packaged vegetables fruits) | 0.122580 | 0.365415 | 0.066985 | 0.546459 | 1.495449 | 0.022192 | 1.399180 |
| 134 | (packaged cheese, chips pretzels) | (packaged vegetables fruits) | 0.056405 | 0.365415 | 0.030665 | 0.543657 | 1.487781 | 0.010054 | 1.390589 |
| 128 | (chips pretzels, fresh fruits) | (packaged vegetables fruits) | 0.106300 | 0.365415 | 0.057595 | 0.541816 | 1.482740 | 0.018751 | 1.384999 |
| 284 | (water seltzer sparkling water, yogurt) | (fresh vegetables) | 0.056185 | 0.444360 | 0.030395 | 0.540981 | 1.217438 | 0.005429 | 1.210494 |
| 14 | (canned meals beans) | (packaged vegetables fruits) | 0.069705 | 0.365415 | 0.037670 | 0.540420 | 1.478922 | 0.012199 | 1.380794 |
| 299 | (bread, yogurt) | (fresh fruits, fresh vegetables) | 0.061840 | 0.317560 | 0.033370 | 0.539618 | 1.699264 | 0.013732 | 1.482335 |
| 245 | (fresh fruits, refrigerated) | (packaged vegetables fruits) | 0.086430 | 0.365415 | 0.046595 | 0.539107 | 1.475327 | 0.015012 | 1.376859 |
| 379 | (milk, packaged cheese, fresh fruits) | (yogurt) | 0.059885 | 0.263675 | 0.032280 | 0.539033 | 2.044309 | 0.016490 | 1.597349 |
| 286 | (milk, yogurt) | (packaged vegetables fruits) | 0.095705 | 0.365415 | 0.051295 | 0.535970 | 1.466743 | 0.016323 | 1.367551 |
| 331 | (frozen produce, fresh vegetables) | (packaged vegetables fruits, fresh fruits) | 0.077750 | 0.269870 | 0.041445 | 0.533055 | 1.975228 | 0.020463 | 1.563631 |
| 122 | (cereal, fresh fruits) | (packaged vegetables fruits) | 0.059620 | 0.365415 | 0.031780 | 0.533043 | 1.458732 | 0.009994 | 1.358978 |
| 231 | (milk, fresh fruits) | (packaged vegetables fruits) | 0.164310 | 0.365415 | 0.087450 | 0.532226 | 1.456497 | 0.027409 | 1.356605 |
| 336 | (lunch meat, fresh vegetables) | (packaged vegetables fruits, fresh fruits) | 0.060095 | 0.269870 | 0.031940 | 0.531492 | 1.969436 | 0.015722 | 1.558415 |
| 376 | (soy lactosefree, yogurt) | (fresh fruits, fresh vegetables) | 0.058195 | 0.317560 | 0.030910 | 0.531145 | 1.672582 | 0.012430 | 1.455547 |
| 339 | (milk, packaged cheese) | (fresh fruits, fresh vegetables) | 0.078170 | 0.317560 | 0.041475 | 0.530574 | 1.670785 | 0.016651 | 1.453777 |
| 310 | (crackers, fresh vegetables) | (packaged vegetables fruits, fresh fruits) | 0.057335 | 0.269870 | 0.030350 | 0.529345 | 1.961482 | 0.014877 | 1.551306 |
| 77 | (fresh vegetables) | (packaged vegetables fruits) | 0.444360 | 0.365415 | 0.234555 | 0.527849 | 1.444519 | 0.072179 | 1.344030 |
| 67 | (frozen breakfast) | (fresh vegetables) | 0.061165 | 0.444360 | 0.032285 | 0.527835 | 1.187853 | 0.005106 | 1.176791 |
| 373 | (fresh vegetables, yogurt) | (packaged vegetables fruits, fresh fruits) | 0.144660 | 0.269870 | 0.076240 | 0.527029 | 1.952899 | 0.037201 | 1.543710 |
| 364 | (soy lactosefree, fresh vegetables) | (packaged vegetables fruits, fresh fruits) | 0.094120 | 0.269870 | 0.049600 | 0.526987 | 1.952743 | 0.024200 | 1.543572 |
| 11 | (canned jarred vegetables) | (packaged vegetables fruits) | 0.071890 | 0.365415 | 0.037835 | 0.526290 | 1.440253 | 0.011565 | 1.339607 |
| 393 | (milk, packaged vegetables fruits, fresh fruit... | (yogurt) | 0.062535 | 0.263675 | 0.032845 | 0.525226 | 1.991944 | 0.016356 | 1.550895 |
| 368 | (water seltzer sparkling water, packaged veget... | (fresh fruits, fresh vegetables) | 0.073715 | 0.317560 | 0.038645 | 0.524249 | 1.650865 | 0.015236 | 1.434447 |
| 102 | (milk, bread) | (packaged vegetables fruits) | 0.059705 | 0.365415 | 0.031295 | 0.524160 | 1.434425 | 0.009478 | 1.333611 |
| 291 | (bread, packaged cheese) | (fresh fruits, fresh vegetables) | 0.059690 | 0.317560 | 0.031275 | 0.523957 | 1.649947 | 0.012320 | 1.433568 |
| 82 | (spreads) | (fresh vegetables) | 0.078185 | 0.444360 | 0.040795 | 0.521775 | 1.174217 | 0.006053 | 1.161881 |
| 72 | (nuts seeds dried fruit) | (fresh vegetables) | 0.080225 | 0.444360 | 0.041775 | 0.520723 | 1.171849 | 0.006126 | 1.159329 |
| 87 | (pasta sauce) | (packaged vegetables fruits) | 0.062660 | 0.365415 | 0.032595 | 0.520188 | 1.423555 | 0.009698 | 1.322571 |
| 25 | (dry pasta) | (packaged vegetables fruits) | 0.070055 | 0.365415 | 0.036440 | 0.520163 | 1.423485 | 0.010841 | 1.322500 |
| 148 | (dry pasta) | (fresh fruits, fresh vegetables) | 0.070055 | 0.317560 | 0.036115 | 0.515524 | 1.623389 | 0.013868 | 1.408613 |
| 224 | (fresh fruits, ice cream ice) | (packaged vegetables fruits) | 0.064485 | 0.365415 | 0.033125 | 0.513685 | 1.405759 | 0.009561 | 1.304886 |
| 71 | (milk) | (fresh vegetables) | 0.243325 | 0.444360 | 0.124715 | 0.512545 | 1.153445 | 0.016591 | 1.139879 |
| 86 | (lunch meat) | (packaged vegetables fruits) | 0.103890 | 0.365415 | 0.053225 | 0.512321 | 1.402024 | 0.015262 | 1.301234 |
| 201 | (packaged vegetables fruits) | (fresh fruits, fresh vegetables) | 0.365415 | 0.317560 | 0.186580 | 0.510598 | 1.607877 | 0.070539 | 1.394435 |
| 347 | (milk, yogurt) | (fresh fruits, fresh vegetables) | 0.095705 | 0.317560 | 0.048835 | 0.510266 | 1.606833 | 0.018443 | 1.393491 |
| 381 | (milk, packaged vegetables fruits, fresh fruits) | (yogurt) | 0.087450 | 0.263675 | 0.044575 | 0.509720 | 1.933137 | 0.021517 | 1.501845 |
| 251 | (water seltzer sparkling water, fresh fruits) | (packaged vegetables fruits) | 0.111045 | 0.365415 | 0.056550 | 0.509253 | 1.393629 | 0.015972 | 1.293100 |
| 179 | (frozen produce) | (fresh fruits, fresh vegetables) | 0.122580 | 0.317560 | 0.062170 | 0.507179 | 1.597112 | 0.023243 | 1.384762 |
| 386 | (packaged cheese, yogurt) | (packaged vegetables fruits, fresh fruits) | 0.088520 | 0.269870 | 0.044825 | 0.506383 | 1.876395 | 0.020936 | 1.479142 |
| 399 | (packaged cheese, packaged vegetables fruits, ... | (yogurt) | 0.068325 | 0.263675 | 0.034565 | 0.505891 | 1.918616 | 0.016549 | 1.490208 |
| 259 | (fresh herbs) | (packaged vegetables fruits, fresh vegetables) | 0.093005 | 0.234555 | 0.046980 | 0.505134 | 2.153585 | 0.025165 | 1.546773 |
| 54 | (paper goods) | (fresh fruits) | 0.063575 | 0.555995 | 0.032090 | 0.504758 | 0.907847 | -0.003257 | 0.896542 |
| 315 | (eggs, fresh vegetables) | (packaged vegetables fruits, fresh fruits) | 0.084310 | 0.269870 | 0.042555 | 0.504744 | 1.870324 | 0.019802 | 1.474249 |
| 326 | (fresh herbs, fresh vegetables) | (packaged vegetables fruits, fresh fruits) | 0.078655 | 0.269870 | 0.039660 | 0.504227 | 1.868408 | 0.018433 | 1.472711 |
| 28 | (eggs) | (packaged vegetables fruits) | 0.136490 | 0.365415 | 0.068650 | 0.502967 | 1.376427 | 0.018775 | 1.276747 |
| 352 | (packaged cheese, fresh vegetables) | (packaged vegetables fruits, fresh fruits) | 0.135850 | 0.269870 | 0.068325 | 0.502944 | 1.863654 | 0.031663 | 1.468910 |
| 204 | (pasta sauce) | (fresh fruits, fresh vegetables) | 0.062660 | 0.317560 | 0.031430 | 0.501596 | 1.579531 | 0.011532 | 1.369250 |
| 344 | (milk, fresh vegetables) | (packaged vegetables fruits, fresh fruits) | 0.124715 | 0.269870 | 0.062535 | 0.501423 | 1.858018 | 0.028878 | 1.464428 |
| 296 | (bread, fresh vegetables) | (packaged vegetables fruits, fresh fruits) | 0.091590 | 0.269870 | 0.045910 | 0.501256 | 1.857397 | 0.021193 | 1.463936 |
# Generate the association rules - by lift
# Compute all association rules for frequent_itemsets
rulesLift_confidence = rulesConfidence[(rulesConfidence['lift'] > 1)].sort_values('lift', ascending=False)
# Show datafrmae
rulesLift_confidence.head()
| antecedents | consequents | antecedent support | consequent support | support | confidence | lift | leverage | conviction | |
|---|---|---|---|---|---|---|---|---|---|
| 325 | (fresh fruits, fresh herbs) | (packaged vegetables fruits, fresh vegetables) | 0.070135 | 0.234555 | 0.039660 | 0.565481 | 2.410867 | 0.023209 | 1.761591 |
| 324 | (packaged vegetables fruits, fresh herbs) | (fresh fruits, fresh vegetables) | 0.052535 | 0.317560 | 0.039660 | 0.754925 | 2.377268 | 0.022977 | 2.784620 |
| 404 | (packaged cheese, yogurt, fresh vegetables) | (packaged vegetables fruits, fresh fruits) | 0.057195 | 0.269870 | 0.034565 | 0.604336 | 2.239360 | 0.019130 | 1.845329 |
| 398 | (milk, yogurt, fresh vegetables) | (packaged vegetables fruits, fresh fruits) | 0.056510 | 0.269870 | 0.032845 | 0.581225 | 2.153721 | 0.017595 | 1.743488 |
| 259 | (fresh herbs) | (packaged vegetables fruits, fresh vegetables) | 0.093005 | 0.234555 | 0.046980 | 0.505134 | 2.153585 | 0.025165 | 1.546773 |
# Generate the association rules - by lift
# Compute all association rules for frequent_itemsets
rulesLift_confidence_min = rulesConfidence[(rulesConfidence['lift'] < 1)].sort_values('lift', ascending=False)
# Show datafrmae
rulesLift_confidence_min
| antecedents | consequents | antecedent support | consequent support | support | confidence | lift | leverage | conviction | |
|---|---|---|---|---|---|---|---|---|---|
| 54 | (paper goods) | (fresh fruits) | 0.063575 | 0.555995 | 0.03209 | 0.504758 | 0.907847 | -0.003257 | 0.896542 |
# Compute association rules for frequent_itemsets
rulesConfidence_two = association_rules(frequent_itemsets_two, metric="confidence", min_threshold=0.50)
# High Confidence and high Lift - complementary products
complementary_p = rulesConfidence_two[(rulesConfidence_two['lift'] > 1.3)].sort_values('lift', ascending=False)
complementary_p
| antecedents | consequents | antecedent support | consequent support | support | confidence | lift | leverage | conviction | |
|---|---|---|---|---|---|---|---|---|---|
| 65 | (fresh herbs) | (fresh vegetables) | 0.093005 | 0.444360 | 0.078655 | 0.845707 | 1.903203 | 0.037327 | 3.601205 |
| 10 | (canned jarred vegetables) | (fresh vegetables) | 0.071890 | 0.444360 | 0.055055 | 0.765823 | 1.723429 | 0.023110 | 2.372733 |
| 13 | (canned meals beans) | (fresh vegetables) | 0.069705 | 0.444360 | 0.050435 | 0.723549 | 1.628295 | 0.019461 | 2.009906 |
| 81 | (spices seasonings) | (fresh vegetables) | 0.052165 | 0.444360 | 0.036660 | 0.702770 | 1.581533 | 0.013480 | 1.869394 |
| 66 | (fresh herbs) | (packaged vegetables fruits) | 0.093005 | 0.365415 | 0.052535 | 0.564862 | 1.545810 | 0.018550 | 1.458354 |
| 24 | (dry pasta) | (fresh vegetables) | 0.070055 | 0.444360 | 0.047235 | 0.674256 | 1.517364 | 0.016105 | 1.705756 |
| 32 | (fresh dips tapenades) | (packaged vegetables fruits) | 0.098205 | 0.365415 | 0.053785 | 0.547681 | 1.498791 | 0.017899 | 1.402959 |
| 85 | (frozen produce) | (packaged vegetables fruits) | 0.122580 | 0.365415 | 0.066985 | 0.546459 | 1.495449 | 0.022192 | 1.399180 |
| 79 | (soup broth bouillon) | (fresh vegetables) | 0.083365 | 0.444360 | 0.055380 | 0.664308 | 1.494976 | 0.018336 | 1.655206 |
| 14 | (canned meals beans) | (packaged vegetables fruits) | 0.069705 | 0.365415 | 0.037670 | 0.540420 | 1.478922 | 0.012199 | 1.380794 |
| 78 | (pasta sauce) | (fresh vegetables) | 0.062660 | 0.444360 | 0.041005 | 0.654405 | 1.472690 | 0.013161 | 1.607777 |
| 83 | (tortillas flat bread) | (fresh vegetables) | 0.056455 | 0.444360 | 0.036525 | 0.646975 | 1.455971 | 0.011439 | 1.573942 |
| 77 | (fresh vegetables) | (packaged vegetables fruits) | 0.444360 | 0.365415 | 0.234555 | 0.527849 | 1.444519 | 0.072179 | 1.344030 |
| 76 | (packaged vegetables fruits) | (fresh vegetables) | 0.365415 | 0.444360 | 0.234555 | 0.641887 | 1.444519 | 0.072179 | 1.551576 |
| 11 | (canned jarred vegetables) | (packaged vegetables fruits) | 0.071890 | 0.365415 | 0.037835 | 0.526290 | 1.440253 | 0.011565 | 1.339607 |
| 68 | (frozen produce) | (fresh vegetables) | 0.122580 | 0.444360 | 0.077750 | 0.634280 | 1.427400 | 0.023280 | 1.519303 |
| 73 | (oils vinegars) | (fresh vegetables) | 0.067350 | 0.444360 | 0.042610 | 0.632665 | 1.423767 | 0.012682 | 1.512625 |
| 87 | (pasta sauce) | (packaged vegetables fruits) | 0.062660 | 0.365415 | 0.032595 | 0.520188 | 1.423555 | 0.009698 | 1.322571 |
| 25 | (dry pasta) | (packaged vegetables fruits) | 0.070055 | 0.365415 | 0.036440 | 0.520163 | 1.423485 | 0.010841 | 1.322500 |
| 86 | (lunch meat) | (packaged vegetables fruits) | 0.103890 | 0.365415 | 0.053225 | 0.512321 | 1.402024 | 0.015262 | 1.301234 |
| 27 | (eggs) | (fresh vegetables) | 0.136490 | 0.444360 | 0.084310 | 0.617701 | 1.390091 | 0.023659 | 1.453417 |
| 28 | (eggs) | (packaged vegetables fruits) | 0.136490 | 0.365415 | 0.068650 | 0.502967 | 1.376427 | 0.018775 | 1.276747 |
| 19 | (condiments) | (fresh vegetables) | 0.059465 | 0.444360 | 0.036290 | 0.610275 | 1.373380 | 0.009866 | 1.425723 |
| 33 | (fresh herbs) | (fresh fruits) | 0.093005 | 0.555995 | 0.070135 | 0.754099 | 1.356306 | 0.018425 | 1.805627 |
| 74 | (other creams cheeses) | (fresh vegetables) | 0.086485 | 0.444360 | 0.052105 | 0.602474 | 1.355825 | 0.013675 | 1.397747 |
| 7 | (butter) | (fresh vegetables) | 0.074330 | 0.444360 | 0.044580 | 0.599758 | 1.349712 | 0.011551 | 1.388260 |
| 0 | (baby food formula) | (fresh fruits) | 0.045355 | 0.555995 | 0.033810 | 0.745453 | 1.340754 | 0.008593 | 1.744292 |
| 53 | (packaged vegetables fruits) | (fresh fruits) | 0.365415 | 0.555995 | 0.269870 | 0.738530 | 1.328304 | 0.066701 | 1.698112 |
| 31 | (fresh dips tapenades) | (fresh vegetables) | 0.098205 | 0.444360 | 0.057955 | 0.590143 | 1.328074 | 0.014317 | 1.355693 |
| 75 | (packaged cheese) | (fresh vegetables) | 0.230995 | 0.444360 | 0.135850 | 0.588108 | 1.323494 | 0.033205 | 1.348994 |
| 69 | (hot dogs bacon sausage) | (fresh vegetables) | 0.084190 | 0.444360 | 0.049460 | 0.587481 | 1.322083 | 0.012049 | 1.346943 |
| 39 | (frozen produce) | (fresh fruits) | 0.122580 | 0.555995 | 0.089235 | 0.727974 | 1.309317 | 0.021081 | 1.632213 |
| 70 | (lunch meat) | (fresh vegetables) | 0.103890 | 0.444360 | 0.060095 | 0.578448 | 1.301756 | 0.013930 | 1.318083 |
# Generate the association rules - by lift < 1
# Compute all association rules for frequent_itemsets
rulesLift_substitute = association_rules(frequent_itemsets, metric="lift", min_threshold=0.0)
# Sort values
rulesLift_substitute.sort_values(by='lift', ascending=True, inplace=True)
# Filter values above 1 and show the dataframe
rulesLift_substitute[(rulesLift_substitute['lift']<1) | (rulesLift_substitute['confidence'] > 0.5) ]
| antecedents | consequents | antecedent support | consequent support | support | confidence | lift | leverage | conviction | |
|---|---|---|---|---|---|---|---|---|---|
| 203 | (fresh fruits) | (soft drinks) | 0.555995 | 0.087310 | 0.039585 | 0.071197 | 0.815447 | -0.008959 | 0.982652 |
| 202 | (soft drinks) | (fresh fruits) | 0.087310 | 0.555995 | 0.039585 | 0.453384 | 0.815447 | -0.008959 | 0.812280 |
| 196 | (paper goods) | (fresh fruits) | 0.063575 | 0.555995 | 0.032090 | 0.504758 | 0.907847 | -0.003257 | 0.896542 |
| 197 | (fresh fruits) | (paper goods) | 0.555995 | 0.063575 | 0.032090 | 0.057716 | 0.907847 | -0.003257 | 0.993782 |
| 266 | (water seltzer sparkling water) | (fresh vegetables) | 0.193005 | 0.444360 | 0.083355 | 0.431880 | 0.971915 | -0.002409 | 0.978033 |
| 267 | (fresh vegetables) | (water seltzer sparkling water) | 0.444360 | 0.193005 | 0.083355 | 0.187584 | 0.971915 | -0.002409 | 0.993328 |
| 316 | (milk) | (water seltzer sparkling water) | 0.243325 | 0.193005 | 0.046610 | 0.191555 | 0.992485 | -0.000353 | 0.998206 |
| 317 | (water seltzer sparkling water) | (milk) | 0.193005 | 0.243325 | 0.046610 | 0.241496 | 0.992485 | -0.000353 | 0.997589 |
| 89 | (coffee) | (fresh fruits) | 0.055650 | 0.555995 | 0.031855 | 0.572417 | 1.029536 | 0.000914 | 1.038406 |
| 41 | (candy chocolate) | (fresh fruits) | 0.069305 | 0.555995 | 0.039820 | 0.574562 | 1.033394 | 0.001287 | 1.043641 |
| 216 | (water seltzer sparkling water) | (fresh fruits) | 0.193005 | 0.555995 | 0.111045 | 0.575348 | 1.034807 | 0.003735 | 1.045573 |
| 94 | (cookies cakes) | (fresh fruits) | 0.059725 | 0.555995 | 0.034610 | 0.579489 | 1.042256 | 0.001403 | 1.055871 |
| 175 | (ice cream ice) | (fresh fruits) | 0.110510 | 0.555995 | 0.064485 | 0.583522 | 1.049509 | 0.003042 | 1.066094 |
| 213 | (tea) | (fresh fruits) | 0.057010 | 0.555995 | 0.033720 | 0.591475 | 1.063814 | 0.002023 | 1.086850 |
| 164 | (frozen meals) | (fresh fruits) | 0.074330 | 0.555995 | 0.044090 | 0.593166 | 1.066854 | 0.002763 | 1.091365 |
| 2 | (baking ingredients) | (fresh fruits) | 0.076635 | 0.555995 | 0.047305 | 0.617277 | 1.110220 | 0.004696 | 1.160120 |
| 91 | (condiments) | (fresh fruits) | 0.059465 | 0.555995 | 0.036830 | 0.619356 | 1.113960 | 0.003768 | 1.166457 |
| 178 | (juice nectars) | (fresh fruits) | 0.089395 | 0.555995 | 0.055600 | 0.621959 | 1.118641 | 0.005897 | 1.174488 |
| 109 | (cream) | (fresh fruits) | 0.091605 | 0.555995 | 0.057010 | 0.622346 | 1.119337 | 0.006078 | 1.175692 |
| 70 | (chips pretzels) | (fresh fruits) | 0.169435 | 0.555995 | 0.106300 | 0.627379 | 1.128390 | 0.012095 | 1.191573 |
| 186 | (oils vinegars) | (fresh fruits) | 0.067350 | 0.555995 | 0.042885 | 0.636748 | 1.145241 | 0.005439 | 1.222307 |
| 160 | (frozen appetizers sides) | (fresh fruits) | 0.051875 | 0.555995 | 0.033035 | 0.636819 | 1.145369 | 0.004193 | 1.222546 |
| 208 | (spices seasonings) | (fresh fruits) | 0.052165 | 0.555995 | 0.033220 | 0.636825 | 1.145380 | 0.004217 | 1.222566 |
| 240 | (milk) | (fresh vegetables) | 0.243325 | 0.444360 | 0.124715 | 0.512545 | 1.153445 | 0.016591 | 1.139879 |
| 192 | (packaged produce) | (fresh fruits) | 0.062270 | 0.555995 | 0.039945 | 0.641481 | 1.153753 | 0.005323 | 1.238441 |
| 54 | (cereal) | (fresh fruits) | 0.092560 | 0.555995 | 0.059620 | 0.644123 | 1.158505 | 0.008157 | 1.247635 |
| 201 | (refrigerated) | (fresh fruits) | 0.134040 | 0.555995 | 0.086430 | 0.644808 | 1.159736 | 0.011904 | 1.250041 |
| 204 | (soup broth bouillon) | (fresh fruits) | 0.083365 | 0.555995 | 0.053880 | 0.646314 | 1.162446 | 0.007529 | 1.255366 |
| 172 | (hot dogs bacon sausage) | (fresh fruits) | 0.084190 | 0.555995 | 0.054425 | 0.646454 | 1.162698 | 0.007616 | 1.255864 |
| 177 | (instant foods) | (fresh fruits) | 0.051995 | 0.555995 | 0.033840 | 0.650832 | 1.170571 | 0.004931 | 1.271608 |
| 242 | (nuts seeds dried fruit) | (fresh vegetables) | 0.080225 | 0.444360 | 0.041775 | 0.520723 | 1.171849 | 0.006126 | 1.159329 |
| 262 | (spreads) | (fresh vegetables) | 0.078185 | 0.444360 | 0.040795 | 0.521775 | 1.174217 | 0.006053 | 1.161881 |
| 188 | (other creams cheeses) | (fresh fruits) | 0.086485 | 0.555995 | 0.056630 | 0.654796 | 1.177701 | 0.008545 | 1.286209 |
| 97 | (crackers) | (fresh fruits) | 0.114970 | 0.555995 | 0.075480 | 0.656519 | 1.180800 | 0.011557 | 1.292663 |
| 34 | (butter) | (fresh fruits) | 0.074330 | 0.555995 | 0.048920 | 0.658146 | 1.183727 | 0.007593 | 1.298815 |
| 226 | (frozen breakfast) | (fresh vegetables) | 0.061165 | 0.444360 | 0.032285 | 0.527835 | 1.187853 | 0.005106 | 1.176791 |
| 30 | (breakfast bakery) | (fresh fruits) | 0.067765 | 0.555995 | 0.045680 | 0.674094 | 1.212411 | 0.008003 | 1.362373 |
| 190 | (packaged cheese) | (fresh fruits) | 0.230995 | 0.555995 | 0.155900 | 0.674906 | 1.213871 | 0.027468 | 1.365776 |
| 182 | (milk) | (fresh fruits) | 0.243325 | 0.555995 | 0.164310 | 0.675270 | 1.214525 | 0.029023 | 1.367304 |
| 1062 | (water seltzer sparkling water, yogurt) | (fresh vegetables) | 0.056185 | 0.444360 | 0.030395 | 0.540981 | 1.217438 | 0.005429 | 1.210494 |
| 43 | (canned jarred vegetables) | (fresh fruits) | 0.071890 | 0.555995 | 0.048880 | 0.679928 | 1.222902 | 0.008910 | 1.387202 |
| 184 | (nuts seeds dried fruit) | (fresh fruits) | 0.080225 | 0.555995 | 0.054750 | 0.682456 | 1.227449 | 0.010145 | 1.398245 |
| 168 | (fruit vegetable snacks) | (fresh fruits) | 0.046085 | 0.555995 | 0.031460 | 0.682652 | 1.227802 | 0.005837 | 1.399109 |
| 199 | (pasta sauce) | (fresh fruits) | 0.062660 | 0.555995 | 0.042840 | 0.683690 | 1.229669 | 0.008001 | 1.403701 |
| 211 | (spreads) | (fresh fruits) | 0.078185 | 0.555995 | 0.053560 | 0.685042 | 1.232101 | 0.010090 | 1.409727 |
| 12 | (bread) | (fresh fruits) | 0.163865 | 0.555995 | 0.112410 | 0.685992 | 1.233809 | 0.021302 | 1.413990 |
| 268 | (yogurt) | (fresh vegetables) | 0.263675 | 0.444360 | 0.144660 | 0.548630 | 1.234652 | 0.027493 | 1.231008 |
| 118 | (dry pasta) | (fresh fruits) | 0.070055 | 0.555995 | 0.048095 | 0.686532 | 1.234781 | 0.009145 | 1.416429 |
| 139 | (energy granola bars) | (fresh fruits) | 0.086545 | 0.555995 | 0.059450 | 0.686926 | 1.235489 | 0.011331 | 1.418210 |
| 163 | (frozen breakfast) | (fresh fruits) | 0.061165 | 0.555995 | 0.042035 | 0.687239 | 1.236053 | 0.008028 | 1.419632 |
| 215 | (tortillas flat bread) | (fresh fruits) | 0.056455 | 0.555995 | 0.039205 | 0.694447 | 1.249016 | 0.007816 | 1.453119 |
| 180 | (lunch meat) | (fresh fruits) | 0.103890 | 0.555995 | 0.072290 | 0.695832 | 1.251508 | 0.014528 | 1.459737 |
| 206 | (soy lactosefree) | (fresh fruits) | 0.168355 | 0.555995 | 0.117480 | 0.697811 | 1.255067 | 0.023875 | 1.469297 |
| 124 | (eggs) | (fresh fruits) | 0.136490 | 0.555995 | 0.095325 | 0.698403 | 1.256131 | 0.019437 | 1.472179 |
| 14 | (bread) | (fresh vegetables) | 0.163865 | 0.444360 | 0.091590 | 0.558936 | 1.257844 | 0.018775 | 1.259771 |
| 258 | (soy lactosefree) | (fresh vegetables) | 0.168355 | 0.444360 | 0.094120 | 0.559057 | 1.258117 | 0.019310 | 1.260117 |
| 147 | (fresh dips tapenades) | (fresh fruits) | 0.098205 | 0.555995 | 0.069040 | 0.703019 | 1.264434 | 0.014439 | 1.495063 |
| 170 | (hot cereal pancake mixes) | (fresh fruits) | 0.045025 | 0.555995 | 0.031740 | 0.704942 | 1.267892 | 0.006706 | 1.504804 |
| 648 | (fresh fruits, energy granola bars) | (fresh vegetables) | 0.059450 | 0.444360 | 0.033845 | 0.569302 | 1.281173 | 0.007428 | 1.290092 |
| 792 | (water seltzer sparkling water, fresh fruits) | (fresh vegetables) | 0.111045 | 0.444360 | 0.063235 | 0.569454 | 1.281515 | 0.013891 | 1.290547 |
| 219 | (yogurt) | (fresh fruits) | 0.263675 | 0.555995 | 0.188225 | 0.713852 | 1.283919 | 0.041623 | 1.551664 |
| 159 | (fresh vegetables) | (fresh fruits) | 0.444360 | 0.555995 | 0.317560 | 0.714646 | 1.285346 | 0.070498 | 1.555978 |
| 158 | (fresh fruits) | (fresh vegetables) | 0.555995 | 0.444360 | 0.317560 | 0.571156 | 1.285346 | 0.070498 | 1.295670 |
| 4 | (baking ingredients) | (fresh vegetables) | 0.076635 | 0.444360 | 0.043790 | 0.571410 | 1.285917 | 0.009736 | 1.296437 |
| 48 | (canned meals beans) | (fresh fruits) | 0.069705 | 0.555995 | 0.049890 | 0.715731 | 1.287297 | 0.011134 | 1.561916 |
| 906 | (water seltzer sparkling water, packaged cheese) | (fresh fruits) | 0.048255 | 0.555995 | 0.034565 | 0.716299 | 1.288319 | 0.007735 | 1.565045 |
| 504 | (packaged cheese, chips pretzels) | (fresh fruits) | 0.056405 | 0.555995 | 0.040565 | 0.719174 | 1.293490 | 0.009204 | 1.581067 |
| 534 | (chips pretzels, yogurt) | (fresh vegetables) | 0.056980 | 0.444360 | 0.032885 | 0.577132 | 1.298795 | 0.007565 | 1.313981 |
| 870 | (milk, water seltzer sparkling water) | (fresh fruits) | 0.046610 | 0.555995 | 0.033700 | 0.723021 | 1.300409 | 0.007785 | 1.603027 |
| 238 | (lunch meat) | (fresh vegetables) | 0.103890 | 0.444360 | 0.060095 | 0.578448 | 1.301756 | 0.013930 | 1.318083 |
| 166 | (frozen produce) | (fresh fruits) | 0.122580 | 0.555995 | 0.089235 | 0.727974 | 1.309317 | 0.021081 | 1.632213 |
| 480 | (cereal, fresh fruits) | (fresh vegetables) | 0.059620 | 0.444360 | 0.034865 | 0.584787 | 1.316021 | 0.008372 | 1.338205 |
| 232 | (hot dogs bacon sausage) | (fresh vegetables) | 0.084190 | 0.444360 | 0.049460 | 0.587481 | 1.322083 | 0.012049 | 1.346943 |
| 559 | (packaged cheese, crackers) | (fresh fruits) | 0.043875 | 0.555995 | 0.032260 | 0.735271 | 1.322441 | 0.007866 | 1.677204 |
| 248 | (packaged cheese) | (fresh vegetables) | 0.230995 | 0.444360 | 0.135850 | 0.588108 | 1.323494 | 0.033205 | 1.348994 |
| 498 | (milk, chips pretzels) | (fresh fruits) | 0.048915 | 0.555995 | 0.036000 | 0.735971 | 1.323700 | 0.008804 | 1.681650 |
| 148 | (fresh dips tapenades) | (fresh vegetables) | 0.098205 | 0.444360 | 0.057955 | 0.590143 | 1.328074 | 0.014317 | 1.355693 |
| 194 | (packaged vegetables fruits) | (fresh fruits) | 0.365415 | 0.555995 | 0.269870 | 0.738530 | 1.328304 | 0.066701 | 1.698112 |
| 1002 | (milk, yogurt) | (fresh vegetables) | 0.095705 | 0.444360 | 0.056510 | 0.590460 | 1.328788 | 0.013983 | 1.356743 |
| 775 | (soup broth bouillon, fresh vegetables) | (fresh fruits) | 0.055380 | 0.555995 | 0.040940 | 0.739256 | 1.329609 | 0.010149 | 1.702839 |
| 402 | (milk, bread) | (fresh vegetables) | 0.059705 | 0.444360 | 0.035350 | 0.592078 | 1.332428 | 0.008819 | 1.362122 |
| 835 | (lunch meat, packaged cheese) | (fresh fruits) | 0.045205 | 0.555995 | 0.033515 | 0.741400 | 1.333466 | 0.008381 | 1.716959 |
| 367 | (baking ingredients, fresh vegetables) | (fresh fruits) | 0.043790 | 0.555995 | 0.032470 | 0.741493 | 1.333633 | 0.008123 | 1.717578 |
| 739 | (oils vinegars, fresh vegetables) | (fresh fruits) | 0.042610 | 0.555995 | 0.031600 | 0.741610 | 1.333843 | 0.007909 | 1.718352 |
| 714 | (juice nectars, fresh fruits) | (fresh vegetables) | 0.055600 | 0.444360 | 0.033055 | 0.594514 | 1.337912 | 0.008349 | 1.370308 |
| 452 | (canned jarred vegetables, fresh vegetables) | (fresh fruits) | 0.055055 | 0.555995 | 0.040955 | 0.743892 | 1.337948 | 0.010345 | 1.733666 |
| 522 | (packaged cheese, chips pretzels) | (fresh vegetables) | 0.056405 | 0.444360 | 0.033535 | 0.594539 | 1.337968 | 0.008471 | 1.370392 |
| 710 | (ice cream ice, fresh vegetables) | (fresh fruits) | 0.051995 | 0.555995 | 0.038700 | 0.744302 | 1.338685 | 0.009791 | 1.736445 |
| 768 | (fresh fruits, refrigerated) | (fresh vegetables) | 0.086430 | 0.444360 | 0.051445 | 0.595222 | 1.339503 | 0.013039 | 1.372702 |
| 0 | (baby food formula) | (fresh fruits) | 0.045355 | 0.555995 | 0.033810 | 0.745453 | 1.340754 | 0.008593 | 1.744292 |
| 961 | (water seltzer sparkling water, yogurt) | (fresh fruits) | 0.056185 | 0.555995 | 0.041895 | 0.745662 | 1.341130 | 0.010656 | 1.745726 |
| 582 | (fresh fruits, cream) | (fresh vegetables) | 0.057010 | 0.444360 | 0.033990 | 0.596211 | 1.341730 | 0.008657 | 1.376066 |
| 384 | (bread, packaged cheese) | (fresh fruits) | 0.059690 | 0.555995 | 0.044665 | 0.748283 | 1.345844 | 0.011478 | 1.763904 |
| 745 | (other creams cheeses, fresh vegetables) | (fresh fruits) | 0.052105 | 0.555995 | 0.039015 | 0.748777 | 1.346732 | 0.010045 | 1.767371 |
| 492 | (chips pretzels, fresh fruits) | (fresh vegetables) | 0.106300 | 0.444360 | 0.063685 | 0.599106 | 1.348245 | 0.016450 | 1.386003 |
| 36 | (butter) | (fresh vegetables) | 0.074330 | 0.444360 | 0.044580 | 0.599758 | 1.349712 | 0.011551 | 1.388260 |
| 708 | (fresh fruits, ice cream ice) | (fresh vegetables) | 0.064485 | 0.444360 | 0.038700 | 0.600140 | 1.350571 | 0.010045 | 1.389585 |
| 703 | (hot dogs bacon sausage, fresh vegetables) | (fresh fruits) | 0.049460 | 0.555995 | 0.037215 | 0.752426 | 1.353297 | 0.009715 | 1.793425 |
| 246 | (other creams cheeses) | (fresh vegetables) | 0.086485 | 0.444360 | 0.052105 | 0.602474 | 1.355825 | 0.013675 | 1.397747 |
| 157 | (fresh herbs) | (fresh fruits) | 0.093005 | 0.555995 | 0.070135 | 0.754099 | 1.356306 | 0.018425 | 1.805627 |
| 378 | (milk, bread) | (fresh fruits) | 0.059705 | 0.555995 | 0.045210 | 0.757223 | 1.361924 | 0.012014 | 1.828860 |
| 829 | (packaged vegetables fruits, ice cream ice) | (fresh fruits) | 0.043735 | 0.555995 | 0.033125 | 0.757403 | 1.362247 | 0.008809 | 1.830213 |
| 584 | (cream, fresh vegetables) | (fresh fruits) | 0.044830 | 0.555995 | 0.033990 | 0.758198 | 1.363677 | 0.009065 | 1.836231 |
| 726 | (milk, fresh fruits) | (fresh vegetables) | 0.164310 | 0.444360 | 0.099590 | 0.606110 | 1.364008 | 0.026577 | 1.410649 |
| 607 | (eggs, packaged cheese) | (fresh fruits) | 0.045435 | 0.555995 | 0.034460 | 0.758446 | 1.364124 | 0.009198 | 1.838120 |
| 793 | (water seltzer sparkling water, fresh vegetables) | (fresh fruits) | 0.083355 | 0.555995 | 0.063235 | 0.758623 | 1.364442 | 0.016890 | 1.839465 |
| 552 | (fresh fruits, crackers) | (fresh vegetables) | 0.075480 | 0.444360 | 0.045875 | 0.607777 | 1.367758 | 0.012335 | 1.416643 |
| 445 | (butter, fresh vegetables) | (fresh fruits) | 0.044580 | 0.555995 | 0.033965 | 0.761889 | 1.370316 | 0.009179 | 1.864696 |
| 864 | (milk, soy lactosefree) | (fresh fruits) | 0.041220 | 0.555995 | 0.031440 | 0.762737 | 1.371841 | 0.008522 | 1.871358 |
| 600 | (milk, eggs) | (fresh fruits) | 0.047795 | 0.555995 | 0.036475 | 0.763155 | 1.372594 | 0.009901 | 1.874666 |
| 92 | (condiments) | (fresh vegetables) | 0.059465 | 0.444360 | 0.036290 | 0.610275 | 1.373380 | 0.009866 | 1.425723 |
| 949 | (yogurt, refrigerated) | (fresh fruits) | 0.047175 | 0.555995 | 0.036030 | 0.763752 | 1.373667 | 0.009801 | 1.879402 |
| 589 | (dry pasta, fresh vegetables) | (fresh fruits) | 0.047235 | 0.555995 | 0.036115 | 0.764581 | 1.375159 | 0.009853 | 1.886023 |
| 924 | (packaged vegetables fruits, soup broth bouillon) | (fresh fruits) | 0.041045 | 0.555995 | 0.031405 | 0.765136 | 1.376156 | 0.008584 | 1.890476 |
| 132 | (eggs) | (packaged vegetables fruits) | 0.136490 | 0.365415 | 0.068650 | 0.502967 | 1.376427 | 0.018775 | 1.276747 |
| 852 | (milk, packaged cheese) | (fresh fruits) | 0.078170 | 0.555995 | 0.059885 | 0.766087 | 1.377866 | 0.016423 | 1.898161 |
| 1056 | (soy lactosefree, yogurt) | (fresh vegetables) | 0.058195 | 0.444360 | 0.035635 | 0.612338 | 1.378022 | 0.009775 | 1.433310 |
| 764 | (pasta sauce, fresh vegetables) | (fresh fruits) | 0.041005 | 0.555995 | 0.031430 | 0.766492 | 1.378595 | 0.008631 | 1.901454 |
| 936 | (water seltzer sparkling water, packaged veget... | (fresh fruits) | 0.073715 | 0.555995 | 0.056550 | 0.767144 | 1.379767 | 0.015565 | 1.906777 |
| 787 | (fresh fruits, spreads) | (fresh vegetables) | 0.053560 | 0.444360 | 0.032885 | 0.613984 | 1.381727 | 0.009085 | 1.439423 |
| 751 | (packaged cheese, fresh vegetables) | (fresh fruits) | 0.135850 | 0.555995 | 0.104570 | 0.769746 | 1.384448 | 0.029038 | 1.928327 |
| 517 | (chips pretzels, yogurt) | (fresh fruits) | 0.056980 | 0.555995 | 0.044025 | 0.772640 | 1.389652 | 0.012344 | 1.952868 |
| 715 | (juice nectars, fresh vegetables) | (fresh fruits) | 0.042775 | 0.555995 | 0.033055 | 0.772764 | 1.389877 | 0.009272 | 1.953942 |
| 126 | (eggs) | (fresh vegetables) | 0.136490 | 0.444360 | 0.084310 | 0.617701 | 1.390091 | 0.023659 | 1.453417 |
| 493 | (chips pretzels, fresh vegetables) | (fresh fruits) | 0.082245 | 0.555995 | 0.063685 | 0.774333 | 1.392697 | 0.017957 | 1.967521 |
| 937 | (water seltzer sparkling water, fresh fruits) | (packaged vegetables fruits) | 0.111045 | 0.365415 | 0.056550 | 0.509253 | 1.393629 | 0.015972 | 1.293100 |
| 572 | (crackers, yogurt) | (fresh fruits) | 0.043040 | 0.555995 | 0.033385 | 0.775674 | 1.395109 | 0.009455 | 1.979283 |
| 302 | (lunch meat) | (packaged vegetables fruits) | 0.103890 | 0.365415 | 0.053225 | 0.512321 | 1.402024 | 0.015262 | 1.301234 |
| 420 | (bread, yogurt) | (fresh vegetables) | 0.061840 | 0.444360 | 0.038560 | 0.623545 | 1.403242 | 0.011081 | 1.475978 |
| 822 | (hot dogs bacon sausage, packaged vegetables f... | (fresh fruits) | 0.040315 | 0.555995 | 0.031455 | 0.780231 | 1.403305 | 0.009040 | 2.020323 |
| 888 | (packaged vegetables fruits, other creams chee... | (fresh fruits) | 0.040265 | 0.555995 | 0.031435 | 0.780703 | 1.404154 | 0.009048 | 2.024673 |
| 769 | (fresh vegetables, refrigerated) | (fresh fruits) | 0.065825 | 0.555995 | 0.051445 | 0.781542 | 1.405664 | 0.014847 | 2.032450 |
| 830 | (fresh fruits, ice cream ice) | (packaged vegetables fruits) | 0.064485 | 0.365415 | 0.033125 | 0.513685 | 1.405759 | 0.009561 | 1.304886 |
| 877 | (milk, yogurt) | (fresh fruits) | 0.095705 | 0.555995 | 0.074860 | 0.782195 | 1.406839 | 0.021648 | 2.038546 |
| 510 | (packaged vegetables fruits, chips pretzels) | (fresh fruits) | 0.073545 | 0.555995 | 0.057595 | 0.783126 | 1.408513 | 0.016704 | 2.047295 |
| 595 | (eggs, fresh vegetables) | (fresh fruits) | 0.084310 | 0.555995 | 0.066145 | 0.784545 | 1.411065 | 0.019269 | 2.060780 |
| 732 | (nuts seeds dried fruit, fresh fruits) | (fresh vegetables) | 0.054750 | 0.444360 | 0.034350 | 0.627397 | 1.411912 | 0.010021 | 1.491240 |
| 686 | (fresh herbs, fresh vegetables) | (fresh fruits) | 0.078655 | 0.555995 | 0.061815 | 0.785900 | 1.413503 | 0.018083 | 2.073825 |
| 900 | (soy lactosefree, packaged cheese) | (fresh fruits) | 0.046265 | 0.555995 | 0.036390 | 0.786556 | 1.414681 | 0.010667 | 2.080192 |
| 463 | (canned meals beans, fresh vegetables) | (fresh fruits) | 0.050435 | 0.555995 | 0.039670 | 0.786557 | 1.414684 | 0.011628 | 2.080204 |
| 798 | (fresh fruits, yogurt) | (fresh vegetables) | 0.188225 | 0.444360 | 0.118420 | 0.629141 | 1.415835 | 0.034780 | 1.498250 |
| 990 | (milk, packaged cheese) | (fresh vegetables) | 0.078170 | 0.444360 | 0.049305 | 0.630741 | 1.419436 | 0.014569 | 1.504742 |
| 373 | (bread, fresh vegetables) | (fresh fruits) | 0.091590 | 0.555995 | 0.072365 | 0.790097 | 1.421051 | 0.021441 | 2.115288 |
| 804 | (frozen produce, packaged cheese) | (fresh fruits) | 0.038850 | 0.555995 | 0.030715 | 0.790605 | 1.421964 | 0.009115 | 2.120417 |
| 913 | (packaged cheese, yogurt) | (fresh fruits) | 0.088520 | 0.555995 | 0.070020 | 0.791008 | 1.422688 | 0.020803 | 2.124504 |
| 408 | (bread, packaged cheese) | (fresh vegetables) | 0.059690 | 0.444360 | 0.037740 | 0.632267 | 1.422870 | 0.011216 | 1.510986 |
| 123 | (dry pasta) | (packaged vegetables fruits) | 0.070055 | 0.365415 | 0.036440 | 0.520163 | 1.423485 | 0.010841 | 1.322500 |
| 341 | (pasta sauce) | (packaged vegetables fruits) | 0.062660 | 0.365415 | 0.032595 | 0.520188 | 1.423555 | 0.009698 | 1.322571 |
| 894 | (packaged cheese, packaged vegetables fruits) | (fresh fruits) | 0.114610 | 0.555995 | 0.090715 | 0.791510 | 1.423593 | 0.026992 | 2.129626 |
| 397 | (bread, yogurt) | (fresh fruits) | 0.061840 | 0.555995 | 0.048950 | 0.791559 | 1.423680 | 0.014567 | 2.130122 |
| 244 | (oils vinegars) | (fresh vegetables) | 0.067350 | 0.444360 | 0.042610 | 0.632665 | 1.423767 | 0.012682 | 1.512625 |
| 955 | (soy lactosefree, yogurt) | (fresh fruits) | 0.058195 | 0.555995 | 0.046075 | 0.791735 | 1.423996 | 0.013719 | 2.131920 |
| 230 | (frozen produce) | (fresh vegetables) | 0.122580 | 0.444360 | 0.077750 | 0.634280 | 1.427400 | 0.023280 | 1.519303 |
| 919 | (packaged vegetables fruits, refrigerated) | (fresh fruits) | 0.058705 | 0.555995 | 0.046595 | 0.793714 | 1.427557 | 0.013955 | 2.152379 |
| 757 | (packaged vegetables fruits, fresh vegetables) | (fresh fruits) | 0.234555 | 0.555995 | 0.186580 | 0.795464 | 1.430703 | 0.056169 | 2.170789 |
| 721 | (lunch meat, fresh vegetables) | (fresh fruits) | 0.060095 | 0.555995 | 0.047870 | 0.796572 | 1.432697 | 0.014457 | 2.182616 |
| 426 | (milk, bread) | (packaged vegetables fruits) | 0.059705 | 0.365415 | 0.031295 | 0.524160 | 1.434425 | 0.009478 | 1.333611 |
| 727 | (milk, fresh vegetables) | (fresh fruits) | 0.124715 | 0.555995 | 0.099590 | 0.798541 | 1.436237 | 0.030249 | 2.203944 |
| 486 | (packaged vegetables fruits, cereal) | (fresh fruits) | 0.039750 | 0.555995 | 0.031780 | 0.799497 | 1.437957 | 0.009679 | 2.214454 |
| 1044 | (water seltzer sparkling water, packaged veget... | (fresh vegetables) | 0.073715 | 0.444360 | 0.047105 | 0.639015 | 1.438057 | 0.014349 | 1.539233 |
| 697 | (frozen produce, fresh vegetables) | (fresh fruits) | 0.077750 | 0.555995 | 0.062170 | 0.799614 | 1.438168 | 0.018941 | 2.215750 |
| 554 | (crackers, fresh vegetables) | (fresh fruits) | 0.057335 | 0.555995 | 0.045875 | 0.800122 | 1.439081 | 0.013997 | 2.221381 |
| 47 | (canned jarred vegetables) | (packaged vegetables fruits) | 0.071890 | 0.365415 | 0.037835 | 0.526290 | 1.440253 | 0.011565 | 1.339607 |
| 619 | (eggs, yogurt) | (fresh fruits) | 0.049905 | 0.555995 | 0.040000 | 0.801523 | 1.441601 | 0.012253 | 2.237059 |
| 612 | (eggs, packaged vegetables fruits) | (fresh fruits) | 0.068650 | 0.555995 | 0.055045 | 0.801821 | 1.442137 | 0.016876 | 2.240422 |
| 624 | (milk, eggs) | (fresh vegetables) | 0.047795 | 0.444360 | 0.030660 | 0.641490 | 1.443626 | 0.009422 | 1.549858 |
| 251 | (fresh vegetables) | (packaged vegetables fruits) | 0.444360 | 0.365415 | 0.234555 | 0.527849 | 1.444519 | 0.072179 | 1.344030 |
| 250 | (packaged vegetables fruits) | (fresh vegetables) | 0.365415 | 0.444360 | 0.234555 | 0.641887 | 1.444519 | 0.072179 | 1.551576 |
| 781 | (soy lactosefree, fresh vegetables) | (fresh fruits) | 0.094120 | 0.555995 | 0.075620 | 0.803442 | 1.445053 | 0.023290 | 2.258905 |
| 667 | (packaged vegetables fruits, fresh dips tapena... | (fresh fruits) | 0.053785 | 0.555995 | 0.043245 | 0.804035 | 1.446118 | 0.013341 | 2.265731 |
| 662 | (fresh dips tapenades, fresh vegetables) | (fresh fruits) | 0.057955 | 0.555995 | 0.046625 | 0.804503 | 1.446962 | 0.014402 | 2.271166 |
| 481 | (cereal, fresh vegetables) | (fresh fruits) | 0.043325 | 0.555995 | 0.034865 | 0.804732 | 1.447372 | 0.010777 | 2.273820 |
| 565 | (packaged vegetables fruits, crackers) | (fresh fruits) | 0.052650 | 0.555995 | 0.042385 | 0.805033 | 1.447915 | 0.013112 | 2.277337 |
| 780 | (soy lactosefree, fresh fruits) | (fresh vegetables) | 0.117480 | 0.444360 | 0.075620 | 0.643684 | 1.448564 | 0.023417 | 1.559402 |
| 372 | (bread, fresh fruits) | (fresh vegetables) | 0.112410 | 0.444360 | 0.072365 | 0.643759 | 1.448734 | 0.022414 | 1.559733 |
| 788 | (spreads, fresh vegetables) | (fresh fruits) | 0.040795 | 0.555995 | 0.032885 | 0.806104 | 1.449840 | 0.010203 | 2.289909 |
| 840 | (lunch meat, packaged vegetables fruits) | (fresh fruits) | 0.053225 | 0.555995 | 0.043000 | 0.807891 | 1.453054 | 0.013407 | 2.311214 |
| 1020 | (packaged cheese, yogurt) | (fresh vegetables) | 0.088520 | 0.444360 | 0.057195 | 0.646125 | 1.454058 | 0.017860 | 1.570160 |
| 674 | (fresh dips tapenades, yogurt) | (fresh fruits) | 0.037500 | 0.555995 | 0.030350 | 0.809333 | 1.455649 | 0.009500 | 2.328698 |
| 264 | (tortillas flat bread) | (fresh vegetables) | 0.056455 | 0.444360 | 0.036525 | 0.646975 | 1.455971 | 0.011439 | 1.573942 |
| 859 | (milk, fresh fruits) | (packaged vegetables fruits) | 0.164310 | 0.365415 | 0.087450 | 0.532226 | 1.456497 | 0.027409 | 1.356605 |
| 390 | (bread, packaged vegetables fruits) | (fresh fruits) | 0.077055 | 0.555995 | 0.062430 | 0.810201 | 1.457208 | 0.019588 | 2.339337 |
| 488 | (cereal, fresh fruits) | (packaged vegetables fruits) | 0.059620 | 0.365415 | 0.031780 | 0.533043 | 1.458732 | 0.009994 | 1.358978 |
| 468 | (packaged vegetables fruits, canned meals beans) | (fresh fruits) | 0.037670 | 0.555995 | 0.030560 | 0.811256 | 1.459106 | 0.009616 | 2.352415 |
| 847 | (lunch meat, yogurt) | (fresh fruits) | 0.039605 | 0.555995 | 0.032140 | 0.811514 | 1.459570 | 0.010120 | 2.355635 |
| 810 | (frozen produce, packaged vegetables fruits) | (fresh fruits) | 0.066985 | 0.555995 | 0.054415 | 0.812346 | 1.461067 | 0.017172 | 2.366084 |
| 858 | (milk, packaged vegetables fruits) | (fresh fruits) | 0.107425 | 0.555995 | 0.087450 | 0.814056 | 1.464143 | 0.027722 | 2.387847 |
| 817 | (frozen produce, yogurt) | (fresh fruits) | 0.045295 | 0.555995 | 0.036900 | 0.814659 | 1.465228 | 0.011716 | 2.395617 |
| 1081 | (milk, yogurt) | (packaged vegetables fruits) | 0.095705 | 0.365415 | 0.051295 | 0.535970 | 1.466743 | 0.016323 | 1.367551 |
| 1280 | (milk, fresh fruits, yogurt) | (fresh vegetables) | 0.074860 | 0.444360 | 0.048835 | 0.652351 | 1.468069 | 0.015570 | 1.598279 |
| 528 | (packaged vegetables fruits, chips pretzels) | (fresh vegetables) | 0.073545 | 0.444360 | 0.048105 | 0.654089 | 1.471981 | 0.015425 | 1.606311 |
| 799 | (fresh vegetables, yogurt) | (fresh fruits) | 0.144660 | 0.555995 | 0.118420 | 0.818609 | 1.472332 | 0.037990 | 2.447781 |
| 252 | (pasta sauce) | (fresh vegetables) | 0.062660 | 0.444360 | 0.041005 | 0.654405 | 1.472690 | 0.013161 | 1.607777 |
| 1026 | (packaged vegetables fruits, refrigerated) | (fresh vegetables) | 0.058705 | 0.444360 | 0.038470 | 0.655310 | 1.474729 | 0.012384 | 1.612001 |
| 920 | (fresh fruits, refrigerated) | (packaged vegetables fruits) | 0.086430 | 0.365415 | 0.046595 | 0.539107 | 1.475327 | 0.015012 | 1.376859 |
| 1351 | (water seltzer sparkling water, packaged veget... | (fresh fruits) | 0.047105 | 0.555995 | 0.038645 | 0.820401 | 1.475555 | 0.012455 | 2.472205 |
| 1014 | (soy lactosefree, packaged cheese) | (fresh vegetables) | 0.046265 | 0.444360 | 0.030345 | 0.655895 | 1.476045 | 0.009787 | 1.614741 |
| 733 | (nuts seeds dried fruit, fresh vegetables) | (fresh fruits) | 0.041775 | 0.555995 | 0.034350 | 0.822262 | 1.478902 | 0.011123 | 2.498089 |
| 53 | (canned meals beans) | (packaged vegetables fruits) | 0.069705 | 0.365415 | 0.037670 | 0.540420 | 1.478922 | 0.012199 | 1.380794 |
| 930 | (soy lactosefree, packaged vegetables fruits) | (fresh fruits) | 0.081385 | 0.555995 | 0.066960 | 0.822756 | 1.479790 | 0.021710 | 2.505050 |
| 882 | (nuts seeds dried fruit, packaged vegetables f... | (fresh fruits) | 0.038315 | 0.555995 | 0.031575 | 0.824090 | 1.482189 | 0.010272 | 2.524043 |
| 512 | (chips pretzels, fresh fruits) | (packaged vegetables fruits) | 0.106300 | 0.365415 | 0.057595 | 0.541816 | 1.482740 | 0.018751 | 1.384999 |
| 943 | (packaged vegetables fruits, yogurt) | (fresh fruits) | 0.127910 | 0.555995 | 0.105790 | 0.827066 | 1.487542 | 0.034673 | 2.567481 |
| 541 | (packaged cheese, chips pretzels) | (packaged vegetables fruits) | 0.056405 | 0.365415 | 0.030665 | 0.543657 | 1.487781 | 0.010054 | 1.390589 |
| 691 | (packaged vegetables fruits, fresh herbs) | (fresh fruits) | 0.052535 | 0.555995 | 0.043490 | 0.827829 | 1.488915 | 0.014281 | 2.578862 |
| 720 | (lunch meat, fresh fruits) | (fresh vegetables) | 0.072290 | 0.444360 | 0.047870 | 0.662194 | 1.490220 | 0.015747 | 1.644849 |
| 1099 | (bread, packaged cheese, fresh vegetables) | (fresh fruits) | 0.037740 | 0.555995 | 0.031275 | 0.828696 | 1.490474 | 0.010292 | 2.591918 |
| 256 | (soup broth bouillon) | (fresh vegetables) | 0.083365 | 0.444360 | 0.055380 | 0.664308 | 1.494976 | 0.018336 | 1.655206 |
| 276 | (frozen produce) | (packaged vegetables fruits) | 0.122580 | 0.365415 | 0.066985 | 0.546459 | 1.495449 | 0.022192 | 1.399180 |
| 650 | (energy granola bars, fresh vegetables) | (fresh fruits) | 0.040640 | 0.555995 | 0.033845 | 0.832800 | 1.497856 | 0.011249 | 2.655535 |
| 153 | (fresh dips tapenades) | (packaged vegetables fruits) | 0.098205 | 0.365415 | 0.053785 | 0.547681 | 1.498791 | 0.017899 | 1.402959 |
| 1295 | (packaged cheese, packaged vegetables fruits, ... | (fresh fruits) | 0.081970 | 0.555995 | 0.068325 | 0.833537 | 1.499180 | 0.022750 | 2.667284 |
| 655 | (packaged vegetables fruits, energy granola bars) | (fresh fruits) | 0.039500 | 0.555995 | 0.032945 | 0.834051 | 1.500105 | 0.010983 | 2.675545 |
| 576 | (packaged vegetables fruits, crackers) | (fresh vegetables) | 0.052650 | 0.444360 | 0.035225 | 0.669041 | 1.505628 | 0.011829 | 1.678878 |
| 1155 | (packaged vegetables fruits, chips pretzels, f... | (fresh fruits) | 0.048105 | 0.555995 | 0.040325 | 0.838270 | 1.507694 | 0.013579 | 2.745355 |
| 642 | (eggs, yogurt) | (fresh vegetables) | 0.049905 | 0.444360 | 0.033470 | 0.670674 | 1.509304 | 0.011294 | 1.687205 |
| 1407 | (milk, packaged cheese, yogurt) | (fresh fruits) | 0.038465 | 0.555995 | 0.032280 | 0.839204 | 1.509374 | 0.010894 | 2.761302 |
| 750 | (packaged cheese, fresh fruits) | (fresh vegetables) | 0.155900 | 0.444360 | 0.104570 | 0.670750 | 1.509475 | 0.035294 | 1.687595 |
| 1378 | (soy lactosefree, fresh fruits, yogurt) | (fresh vegetables) | 0.046075 | 0.444360 | 0.030910 | 0.670863 | 1.509728 | 0.010436 | 1.688171 |
| 1183 | (eggs, packaged vegetables fruits, fresh veget... | (fresh fruits) | 0.050675 | 0.555995 | 0.042555 | 0.839763 | 1.510379 | 0.014380 | 2.770930 |
| 548 | (chips pretzels, yogurt) | (packaged vegetables fruits) | 0.056980 | 0.365415 | 0.031465 | 0.552211 | 1.511189 | 0.010644 | 1.417153 |
| 1253 | (milk, packaged cheese, fresh vegetables) | (fresh fruits) | 0.049305 | 0.555995 | 0.041475 | 0.841193 | 1.512950 | 0.014062 | 2.795871 |
| 656 | (fresh fruits, energy granola bars) | (packaged vegetables fruits) | 0.059450 | 0.365415 | 0.032945 | 0.554163 | 1.516531 | 0.011221 | 1.423357 |
| 120 | (dry pasta) | (fresh vegetables) | 0.070055 | 0.444360 | 0.047235 | 0.674256 | 1.517364 | 0.016105 | 1.705756 |
| 1324 | (refrigerated, packaged vegetables fruits, fre... | (fresh fruits) | 0.038470 | 0.555995 | 0.032460 | 0.843774 | 1.517593 | 0.011071 | 2.842075 |
| 1212 | (packaged vegetables fruits, fresh herbs, fres... | (fresh fruits) | 0.046980 | 0.555995 | 0.039660 | 0.844189 | 1.518339 | 0.013539 | 2.849639 |
| 890 | (other creams cheeses, fresh fruits) | (packaged vegetables fruits) | 0.056630 | 0.365415 | 0.031435 | 0.555094 | 1.519080 | 0.010742 | 1.426337 |
| 660 | (fresh fruits, fresh dips tapenades) | (fresh vegetables) | 0.069040 | 0.444360 | 0.046625 | 0.675333 | 1.519788 | 0.015946 | 1.711416 |
| 391 | (bread, fresh fruits) | (packaged vegetables fruits) | 0.112410 | 0.365415 | 0.062430 | 0.555378 | 1.519855 | 0.021354 | 1.427245 |
| 1198 | (packaged vegetables fruits, fresh dips tapena... | (fresh fruits) | 0.038095 | 0.555995 | 0.032265 | 0.846962 | 1.523326 | 0.011084 | 2.901264 |
| 1225 | (frozen produce, packaged vegetables fruits, f... | (fresh fruits) | 0.048895 | 0.555995 | 0.041445 | 0.847633 | 1.524533 | 0.014260 | 2.914044 |
| 432 | (bread, packaged cheese) | (packaged vegetables fruits) | 0.059690 | 0.365415 | 0.033280 | 0.557547 | 1.525792 | 0.011468 | 1.434244 |
| 1239 | (lunch meat, packaged vegetables fruits, fresh... | (fresh fruits) | 0.037600 | 0.555995 | 0.031940 | 0.849468 | 1.527834 | 0.011035 | 2.949574 |
| 1093 | (soy lactosefree, yogurt) | (packaged vegetables fruits) | 0.058195 | 0.365415 | 0.032535 | 0.559069 | 1.529955 | 0.011270 | 1.439192 |
| 996 | (milk, packaged vegetables fruits) | (fresh vegetables) | 0.107425 | 0.444360 | 0.073075 | 0.680242 | 1.530835 | 0.025340 | 1.737689 |
| 1113 | (bread, packaged vegetables fruits, fresh vege... | (fresh fruits) | 0.053835 | 0.555995 | 0.045910 | 0.852791 | 1.533810 | 0.015978 | 3.016153 |
| 1392 | (milk, packaged cheese, packaged vegetables fr... | (fresh fruits) | 0.043830 | 0.555995 | 0.037380 | 0.852841 | 1.533900 | 0.013011 | 3.017169 |
| 1126 | (bread, fresh fruits, yogurt) | (fresh vegetables) | 0.048950 | 0.444360 | 0.033370 | 0.681716 | 1.534153 | 0.011619 | 1.745737 |
| 1068 | (milk, packaged cheese) | (packaged vegetables fruits) | 0.078170 | 0.365415 | 0.043830 | 0.560701 | 1.534423 | 0.015266 | 1.444540 |
| 566 | (fresh fruits, crackers) | (packaged vegetables fruits) | 0.075480 | 0.365415 | 0.042385 | 0.561539 | 1.536717 | 0.014803 | 1.447302 |
| 1350 | (water seltzer sparkling water, packaged veget... | (fresh vegetables) | 0.056550 | 0.444360 | 0.038645 | 0.683378 | 1.537892 | 0.013516 | 1.754898 |
| 439 | (bread, yogurt) | (packaged vegetables fruits) | 0.061840 | 0.365415 | 0.034755 | 0.562015 | 1.538018 | 0.012158 | 1.448873 |
| 944 | (fresh fruits, yogurt) | (packaged vegetables fruits) | 0.188225 | 0.365415 | 0.105790 | 0.562040 | 1.538087 | 0.037010 | 1.448957 |
| 702 | (hot dogs bacon sausage, fresh fruits) | (fresh vegetables) | 0.054425 | 0.444360 | 0.037215 | 0.683785 | 1.538809 | 0.013031 | 1.757159 |
| 1267 | (milk, packaged vegetables fruits, fresh veget... | (fresh fruits) | 0.073075 | 0.555995 | 0.062535 | 0.855765 | 1.539159 | 0.021906 | 3.078336 |
| 631 | (eggs, packaged cheese) | (fresh vegetables) | 0.045435 | 0.444360 | 0.031160 | 0.685815 | 1.543377 | 0.010971 | 1.768512 |
| 1309 | (packaged cheese, fresh vegetables, yogurt) | (fresh fruits) | 0.057195 | 0.555995 | 0.049105 | 0.858554 | 1.544176 | 0.017305 | 3.139044 |
| 366 | (baking ingredients, fresh fruits) | (fresh vegetables) | 0.047305 | 0.444360 | 0.032470 | 0.686397 | 1.544686 | 0.011450 | 1.771793 |
| 225 | (fresh herbs) | (packaged vegetables fruits) | 0.093005 | 0.365415 | 0.052535 | 0.564862 | 1.545810 | 0.018550 | 1.458354 |
| 1337 | (soy lactosefree, packaged vegetables fruits, ... | (fresh fruits) | 0.057695 | 0.555995 | 0.049600 | 0.859693 | 1.546225 | 0.017522 | 3.164530 |
| 1045 | (water seltzer sparkling water, fresh vegetables) | (packaged vegetables fruits) | 0.083355 | 0.365415 | 0.047105 | 0.565113 | 1.546497 | 0.016646 | 1.459195 |
| 1050 | (packaged vegetables fruits, yogurt) | (fresh vegetables) | 0.127910 | 0.444360 | 0.087995 | 0.687945 | 1.548170 | 0.031157 | 1.780582 |
| 1170 | (packaged vegetables fruits, crackers, fresh v... | (fresh fruits) | 0.035225 | 0.555995 | 0.030350 | 0.861604 | 1.549661 | 0.010765 | 3.208221 |
| 744 | (other creams cheeses, fresh fruits) | (fresh vegetables) | 0.056630 | 0.444360 | 0.039015 | 0.688946 | 1.550423 | 0.013851 | 1.786312 |
| 1435 | (packaged cheese, packaged vegetables fruits, ... | (fresh fruits) | 0.051915 | 0.555995 | 0.044825 | 0.863431 | 1.552947 | 0.015961 | 3.251131 |
| 1281 | (milk, fresh vegetables, yogurt) | (fresh fruits) | 0.056510 | 0.555995 | 0.048835 | 0.864183 | 1.554301 | 0.017416 | 3.269150 |
| 756 | (packaged vegetables fruits, fresh fruits) | (fresh vegetables) | 0.269870 | 0.444360 | 0.186580 | 0.691370 | 1.555878 | 0.066661 | 1.800343 |
| 1127 | (bread, fresh vegetables, yogurt) | (fresh fruits) | 0.038560 | 0.555995 | 0.033370 | 0.865405 | 1.556497 | 0.011931 | 3.298812 |
| 978 | (frozen produce, yogurt) | (fresh vegetables) | 0.045295 | 0.444360 | 0.031330 | 0.691688 | 1.556593 | 0.011203 | 1.802199 |
| 1365 | (packaged vegetables fruits, fresh vegetables,... | (fresh fruits) | 0.087995 | 0.555995 | 0.076240 | 0.866413 | 1.558311 | 0.027315 | 3.323711 |
| 1252 | (milk, packaged cheese, fresh fruits) | (fresh vegetables) | 0.059885 | 0.444360 | 0.041475 | 0.692577 | 1.558595 | 0.014865 | 1.807415 |
| 931 | (soy lactosefree, fresh fruits) | (packaged vegetables fruits) | 0.117480 | 0.365415 | 0.066960 | 0.569969 | 1.559786 | 0.024031 | 1.475674 |
| 1379 | (soy lactosefree, fresh vegetables, yogurt) | (fresh fruits) | 0.035635 | 0.555995 | 0.030910 | 0.867406 | 1.560096 | 0.011097 | 3.348596 |
| 594 | (eggs, fresh fruits) | (fresh vegetables) | 0.095325 | 0.444360 | 0.066145 | 0.693889 | 1.561548 | 0.023786 | 1.815160 |
| 444 | (butter, fresh fruits) | (fresh vegetables) | 0.048920 | 0.444360 | 0.033965 | 0.694297 | 1.562465 | 0.012227 | 1.817580 |
| 1421 | (milk, packaged vegetables fruits, yogurt) | (fresh fruits) | 0.051295 | 0.555995 | 0.044575 | 0.868993 | 1.562951 | 0.016055 | 3.389172 |
| 1141 | (bread, packaged vegetables fruits, yogurt) | (fresh fruits) | 0.034755 | 0.555995 | 0.030265 | 0.870810 | 1.566219 | 0.010941 | 3.436836 |
| 1323 | (packaged vegetables fruits, fresh fruits, ref... | (fresh vegetables) | 0.046595 | 0.444360 | 0.032460 | 0.696641 | 1.567741 | 0.011755 | 1.831627 |
| 696 | (frozen produce, fresh fruits) | (fresh vegetables) | 0.089235 | 0.444360 | 0.062170 | 0.696700 | 1.567872 | 0.022518 | 1.831980 |
| 414 | (bread, packaged vegetables fruits) | (fresh vegetables) | 0.077055 | 0.444360 | 0.053835 | 0.698657 | 1.572277 | 0.019595 | 1.843878 |
| 1154 | (packaged vegetables fruits, chips pretzels, f... | (fresh vegetables) | 0.057595 | 0.444360 | 0.040325 | 0.700148 | 1.575631 | 0.014732 | 1.853045 |
| 1098 | (bread, packaged cheese, fresh fruits) | (fresh vegetables) | 0.044665 | 0.444360 | 0.031275 | 0.700213 | 1.575778 | 0.011428 | 1.853447 |
| 1308 | (packaged cheese, fresh fruits, yogurt) | (fresh vegetables) | 0.070020 | 0.444360 | 0.049105 | 0.701300 | 1.578224 | 0.017991 | 1.860192 |
| 883 | (nuts seeds dried fruit, fresh fruits) | (packaged vegetables fruits) | 0.054750 | 0.365415 | 0.031575 | 0.576712 | 1.578239 | 0.011569 | 1.499181 |
| 766 | (pasta sauce) | (fresh fruits, fresh vegetables) | 0.062660 | 0.317560 | 0.031430 | 0.501596 | 1.579531 | 0.011532 | 1.369250 |
| 613 | (eggs, fresh fruits) | (packaged vegetables fruits) | 0.095325 | 0.365415 | 0.055045 | 0.577446 | 1.580246 | 0.020212 | 1.501783 |
| 260 | (spices seasonings) | (fresh vegetables) | 0.052165 | 0.444360 | 0.036660 | 0.702770 | 1.581533 | 0.013480 | 1.869394 |
| 823 | (hot dogs bacon sausage, fresh fruits) | (packaged vegetables fruits) | 0.054425 | 0.365415 | 0.031455 | 0.577951 | 1.581630 | 0.011567 | 1.503582 |
| 1034 | (soup broth bouillon, fresh vegetables) | (packaged vegetables fruits) | 0.055380 | 0.365415 | 0.032055 | 0.578819 | 1.584005 | 0.011818 | 1.506680 |
| 458 | (canned jarred vegetables, fresh vegetables) | (packaged vegetables fruits) | 0.055055 | 0.365415 | 0.031925 | 0.579875 | 1.586893 | 0.011807 | 1.510466 |
| 984 | (lunch meat, packaged vegetables fruits) | (fresh vegetables) | 0.053225 | 0.444360 | 0.037600 | 0.706435 | 1.589781 | 0.013949 | 1.892732 |
| 895 | (packaged cheese, fresh fruits) | (packaged vegetables fruits) | 0.155900 | 0.365415 | 0.090715 | 0.581879 | 1.592380 | 0.033747 | 1.517708 |
| 678 | (packaged vegetables fruits, fresh dips tapena... | (fresh vegetables) | 0.053785 | 0.444360 | 0.038095 | 0.708283 | 1.593940 | 0.014195 | 1.904723 |
| 926 | (soup broth bouillon, fresh fruits) | (packaged vegetables fruits) | 0.053880 | 0.365415 | 0.031405 | 0.582869 | 1.595089 | 0.011716 | 1.521310 |
| 1038 | (soy lactosefree, packaged vegetables fruits) | (fresh vegetables) | 0.081385 | 0.444360 | 0.057695 | 0.708914 | 1.595361 | 0.021531 | 1.908854 |
| 699 | (frozen produce) | (fresh fruits, fresh vegetables) | 0.122580 | 0.317560 | 0.062170 | 0.507179 | 1.597112 | 0.023243 | 1.384762 |
| 1027 | (fresh vegetables, refrigerated) | (packaged vegetables fruits) | 0.065825 | 0.365415 | 0.038470 | 0.584428 | 1.599355 | 0.014417 | 1.527017 |
| 1462 | (milk, packaged vegetables fruits, yogurt) | (fresh vegetables) | 0.051295 | 0.444360 | 0.036455 | 0.710693 | 1.599363 | 0.013662 | 1.920590 |
| 530 | (chips pretzels, fresh vegetables) | (packaged vegetables fruits) | 0.082245 | 0.365415 | 0.048105 | 0.584899 | 1.600642 | 0.018051 | 1.528748 |
| 997 | (milk, fresh vegetables) | (packaged vegetables fruits) | 0.124715 | 0.365415 | 0.073075 | 0.585936 | 1.603481 | 0.027502 | 1.532577 |
| 1087 | (packaged cheese, yogurt) | (packaged vegetables fruits) | 0.088520 | 0.365415 | 0.051915 | 0.586478 | 1.604963 | 0.019568 | 1.534584 |
| 1284 | (milk, yogurt) | (fresh fruits, fresh vegetables) | 0.095705 | 0.317560 | 0.048835 | 0.510266 | 1.606833 | 0.018443 | 1.393491 |
| 758 | (fresh fruits, fresh vegetables) | (packaged vegetables fruits) | 0.317560 | 0.365415 | 0.186580 | 0.587543 | 1.607877 | 0.070539 | 1.538546 |
| 759 | (packaged vegetables fruits) | (fresh fruits, fresh vegetables) | 0.365415 | 0.317560 | 0.186580 | 0.510598 | 1.607877 | 0.070539 | 1.394435 |
| 415 | (bread, fresh vegetables) | (packaged vegetables fruits) | 0.091590 | 0.365415 | 0.053835 | 0.587783 | 1.608534 | 0.020367 | 1.539442 |
| 1523 | (packaged cheese, packaged vegetables fruits, ... | (fresh fruits) | 0.038635 | 0.555995 | 0.034565 | 0.894655 | 1.609106 | 0.013084 | 4.214775 |
| 1266 | (milk, packaged vegetables fruits, fresh fruits) | (fresh vegetables) | 0.087450 | 0.444360 | 0.062535 | 0.715094 | 1.609268 | 0.023676 | 1.950260 |
| 1008 | (packaged cheese, packaged vegetables fruits) | (fresh vegetables) | 0.114610 | 0.444360 | 0.081970 | 0.715208 | 1.609524 | 0.031042 | 1.951039 |
| 1168 | (packaged vegetables fruits, fresh fruits, cra... | (fresh vegetables) | 0.042385 | 0.444360 | 0.030350 | 0.716055 | 1.611430 | 0.011516 | 1.956859 |
| 1492 | (milk, packaged vegetables fruits, yogurt, fre... | (fresh fruits) | 0.036455 | 0.555995 | 0.032845 | 0.900974 | 1.620471 | 0.012576 | 4.483713 |
| 1364 | (packaged vegetables fruits, fresh fruits, yog... | (fresh vegetables) | 0.105790 | 0.444360 | 0.076240 | 0.720673 | 1.621822 | 0.029231 | 1.989210 |
| 591 | (dry pasta) | (fresh fruits, fresh vegetables) | 0.070055 | 0.317560 | 0.036115 | 0.515524 | 1.623389 | 0.013868 | 1.408613 |
| 841 | (lunch meat, fresh fruits) | (packaged vegetables fruits) | 0.072290 | 0.365415 | 0.043000 | 0.594826 | 1.627811 | 0.016584 | 1.566205 |
| 50 | (canned meals beans) | (fresh vegetables) | 0.069705 | 0.444360 | 0.050435 | 0.723549 | 1.628295 | 0.019461 | 2.009906 |
| 1422 | (milk, fresh fruits, yogurt) | (packaged vegetables fruits) | 0.074860 | 0.365415 | 0.044575 | 0.595445 | 1.629503 | 0.017220 | 1.568599 |
| 968 | (fresh herbs, fresh vegetables) | (packaged vegetables fruits) | 0.078655 | 0.365415 | 0.046980 | 0.597292 | 1.634558 | 0.018238 | 1.575794 |
| 972 | (frozen produce, packaged vegetables fruits) | (fresh vegetables) | 0.066985 | 0.444360 | 0.048895 | 0.729940 | 1.642676 | 0.019130 | 2.057465 |
| 637 | (eggs, fresh vegetables) | (packaged vegetables fruits) | 0.084310 | 0.365415 | 0.050675 | 0.601056 | 1.644858 | 0.019867 | 1.590660 |
| 1102 | (bread, packaged cheese) | (fresh fruits, fresh vegetables) | 0.059690 | 0.317560 | 0.031275 | 0.523957 | 1.649947 | 0.012320 | 1.433568 |
| 1354 | (water seltzer sparkling water, packaged veget... | (fresh fruits, fresh vegetables) | 0.073715 | 0.317560 | 0.038645 | 0.524249 | 1.650865 | 0.015236 | 1.434447 |
| 762 | (fresh fruits, pasta sauce) | (fresh vegetables) | 0.042840 | 0.444360 | 0.031430 | 0.733660 | 1.651049 | 0.012394 | 2.086207 |
| 1009 | (packaged cheese, fresh vegetables) | (packaged vegetables fruits) | 0.135850 | 0.365415 | 0.081970 | 0.603386 | 1.651235 | 0.032328 | 1.600007 |
| 1448 | (milk, packaged cheese, packaged vegetables fr... | (fresh vegetables) | 0.043830 | 0.444360 | 0.032215 | 0.734999 | 1.654062 | 0.012739 | 2.096746 |
| 1112 | (bread, packaged vegetables fruits, fresh fruits) | (fresh vegetables) | 0.062430 | 0.444360 | 0.045910 | 0.735384 | 1.654928 | 0.018169 | 2.099795 |
| 476 | (canned meals beans, fresh vegetables) | (packaged vegetables fruits) | 0.050435 | 0.365415 | 0.030555 | 0.605829 | 1.657921 | 0.012125 | 1.609924 |
| 1491 | (milk, packaged vegetables fruits, fresh fruit... | (fresh vegetables) | 0.044575 | 0.444360 | 0.032845 | 0.736848 | 1.658223 | 0.013038 | 2.111479 |
| 738 | (oils vinegars, fresh fruits) | (fresh vegetables) | 0.042885 | 0.444360 | 0.031600 | 0.736854 | 1.658237 | 0.012544 | 2.111530 |
| 636 | (eggs, packaged vegetables fruits) | (fresh vegetables) | 0.068650 | 0.444360 | 0.050675 | 0.738165 | 1.661186 | 0.020170 | 2.122097 |
| 1052 | (fresh vegetables, yogurt) | (packaged vegetables fruits) | 0.144660 | 0.365415 | 0.087995 | 0.608288 | 1.664651 | 0.035134 | 1.620031 |
| 1336 | (soy lactosefree, packaged vegetables fruits, ... | (fresh vegetables) | 0.066960 | 0.444360 | 0.049600 | 0.740741 | 1.666983 | 0.019846 | 2.143183 |
| 811 | (frozen produce, fresh fruits) | (packaged vegetables fruits) | 0.089235 | 0.365415 | 0.054415 | 0.609794 | 1.668772 | 0.021807 | 1.626284 |
| 1256 | (milk, packaged cheese) | (fresh fruits, fresh vegetables) | 0.078170 | 0.317560 | 0.041475 | 0.530574 | 1.670785 | 0.016651 | 1.453777 |
| 1238 | (lunch meat, packaged vegetables fruits, fresh... | (fresh vegetables) | 0.043000 | 0.444360 | 0.031940 | 0.742791 | 1.671597 | 0.012833 | 2.160264 |
| 1352 | (water seltzer sparkling water, fresh fruits, ... | (packaged vegetables fruits) | 0.063235 | 0.365415 | 0.038645 | 0.611133 | 1.672436 | 0.015538 | 1.631882 |
| 1382 | (soy lactosefree, yogurt) | (fresh fruits, fresh vegetables) | 0.058195 | 0.317560 | 0.030910 | 0.531145 | 1.672582 | 0.012430 | 1.455547 |
| 1476 | (packaged cheese, packaged vegetables fruits, ... | (fresh vegetables) | 0.051915 | 0.444360 | 0.038635 | 0.744197 | 1.674762 | 0.015566 | 2.172142 |
| 469 | (canned meals beans, fresh fruits) | (packaged vegetables fruits) | 0.049890 | 0.365415 | 0.030560 | 0.612548 | 1.676307 | 0.012329 | 1.637840 |
| 1039 | (soy lactosefree, fresh vegetables) | (packaged vegetables fruits) | 0.094120 | 0.365415 | 0.057695 | 0.612994 | 1.677528 | 0.023302 | 1.639729 |
| 1196 | (packaged vegetables fruits, fresh fruits, fre... | (fresh vegetables) | 0.043245 | 0.444360 | 0.032265 | 0.746098 | 1.679039 | 0.013049 | 2.188402 |
| 578 | (crackers, fresh vegetables) | (packaged vegetables fruits) | 0.057335 | 0.365415 | 0.035225 | 0.614372 | 1.681298 | 0.014274 | 1.645587 |
| 588 | (dry pasta, fresh fruits) | (fresh vegetables) | 0.048095 | 0.444360 | 0.036115 | 0.750910 | 1.689868 | 0.014744 | 2.230677 |
| 1142 | (bread, fresh fruits, yogurt) | (packaged vegetables fruits) | 0.048950 | 0.365415 | 0.030265 | 0.618284 | 1.692005 | 0.012378 | 1.662453 |
| 1294 | (packaged cheese, packaged vegetables fruits, ... | (fresh vegetables) | 0.090715 | 0.444360 | 0.068325 | 0.753183 | 1.694984 | 0.028015 | 2.251223 |
| 692 | (fresh fruits, fresh herbs) | (packaged vegetables fruits) | 0.070135 | 0.365415 | 0.043490 | 0.620090 | 1.696947 | 0.017862 | 1.670355 |
| 1130 | (bread, yogurt) | (fresh fruits, fresh vegetables) | 0.061840 | 0.317560 | 0.033370 | 0.539618 | 1.699264 | 0.013732 | 1.482335 |
| 1393 | (milk, packaged cheese, fresh fruits) | (packaged vegetables fruits) | 0.059885 | 0.365415 | 0.037380 | 0.624196 | 1.708185 | 0.015497 | 1.688608 |
| 774 | (soup broth bouillon, fresh fruits) | (fresh vegetables) | 0.053880 | 0.444360 | 0.040940 | 0.759837 | 1.709957 | 0.016998 | 2.313592 |
| 985 | (lunch meat, fresh vegetables) | (packaged vegetables fruits) | 0.060095 | 0.365415 | 0.037600 | 0.625676 | 1.712234 | 0.015640 | 1.695283 |
| 1224 | (frozen produce, packaged vegetables fruits, f... | (fresh vegetables) | 0.054415 | 0.444360 | 0.041445 | 0.761647 | 1.714031 | 0.017265 | 2.331160 |
| 668 | (fresh fruits, fresh dips tapenades) | (packaged vegetables fruits) | 0.069040 | 0.365415 | 0.043245 | 0.626376 | 1.714150 | 0.018017 | 1.698459 |
| 1268 | (milk, fresh fruits, fresh vegetables) | (packaged vegetables fruits) | 0.099590 | 0.365415 | 0.062535 | 0.627924 | 1.718387 | 0.026143 | 1.705527 |
| 973 | (frozen produce, fresh vegetables) | (packaged vegetables fruits) | 0.077750 | 0.365415 | 0.048895 | 0.628875 | 1.720987 | 0.020484 | 1.709894 |
| 44 | (canned jarred vegetables) | (fresh vegetables) | 0.071890 | 0.444360 | 0.055055 | 0.765823 | 1.723429 | 0.023110 | 2.372733 |
| 1158 | (packaged vegetables fruits, chips pretzels) | (fresh fruits, fresh vegetables) | 0.073545 | 0.317560 | 0.040325 | 0.548304 | 1.726615 | 0.016970 | 1.510838 |
| 1325 | (refrigerated, fresh fruits, fresh vegetables) | (packaged vegetables fruits) | 0.051445 | 0.365415 | 0.032460 | 0.630965 | 1.726708 | 0.013661 | 1.719580 |
| 1157 | (chips pretzels, fresh fruits, fresh vegetables) | (packaged vegetables fruits) | 0.063685 | 0.365415 | 0.040325 | 0.633195 | 1.732810 | 0.017054 | 1.730032 |
| 1522 | (packaged cheese, packaged vegetables fruits, ... | (fresh vegetables) | 0.044825 | 0.444360 | 0.034565 | 0.771110 | 1.735327 | 0.014647 | 2.427540 |
| 1114 | (bread, fresh fruits, fresh vegetables) | (packaged vegetables fruits) | 0.072365 | 0.365415 | 0.045910 | 0.634423 | 1.736170 | 0.019467 | 1.735844 |
| 1182 | (eggs, packaged vegetables fruits, fresh fruits) | (fresh vegetables) | 0.055045 | 0.444360 | 0.042555 | 0.773095 | 1.739794 | 0.018095 | 2.448775 |
| 1328 | (packaged vegetables fruits, refrigerated) | (fresh fruits, fresh vegetables) | 0.058705 | 0.317560 | 0.032460 | 0.552934 | 1.741196 | 0.013818 | 1.526487 |
| 1312 | (packaged cheese, yogurt) | (fresh fruits, fresh vegetables) | 0.088520 | 0.317560 | 0.049105 | 0.554733 | 1.746862 | 0.020995 | 1.532655 |
| 1436 | (packaged cheese, fresh fruits, yogurt) | (packaged vegetables fruits) | 0.070020 | 0.365415 | 0.044825 | 0.640174 | 1.751910 | 0.019239 | 1.763590 |
| 1213 | (fresh fruits, fresh herbs, fresh vegetables) | (packaged vegetables fruits) | 0.061815 | 0.365415 | 0.039660 | 0.641592 | 1.755790 | 0.017072 | 1.770565 |
| 1032 | (packaged vegetables fruits, soup broth bouillon) | (fresh vegetables) | 0.041045 | 0.444360 | 0.032055 | 0.780972 | 1.757521 | 0.013816 | 2.536846 |
| 1184 | (eggs, fresh fruits, fresh vegetables) | (packaged vegetables fruits) | 0.066145 | 0.365415 | 0.042555 | 0.643359 | 1.760626 | 0.018385 | 1.779340 |
| 1366 | (fresh fruits, fresh vegetables, yogurt) | (packaged vegetables fruits) | 0.118420 | 0.365415 | 0.076240 | 0.643810 | 1.761860 | 0.032968 | 1.781592 |
| 1464 | (milk, fresh vegetables, yogurt) | (packaged vegetables fruits) | 0.056510 | 0.365415 | 0.036455 | 0.645107 | 1.765409 | 0.015805 | 1.788103 |
| 1449 | (milk, packaged cheese, fresh vegetables) | (packaged vegetables fruits) | 0.049305 | 0.365415 | 0.032215 | 0.653382 | 1.788055 | 0.014198 | 1.830791 |
| 1296 | (packaged cheese, fresh fruits, fresh vegetables) | (packaged vegetables fruits) | 0.104570 | 0.365415 | 0.068325 | 0.653390 | 1.788077 | 0.030114 | 1.830833 |
| 462 | (canned meals beans, fresh fruits) | (fresh vegetables) | 0.049890 | 0.444360 | 0.039670 | 0.795149 | 1.789426 | 0.017501 | 2.712415 |
| 465 | (canned meals beans) | (fresh fruits, fresh vegetables) | 0.069705 | 0.317560 | 0.039670 | 0.569113 | 1.792142 | 0.017534 | 1.583802 |
| 454 | (canned jarred vegetables) | (fresh fruits, fresh vegetables) | 0.071890 | 0.317560 | 0.040955 | 0.569690 | 1.793960 | 0.018126 | 1.585926 |
| 1338 | (soy lactosefree, fresh fruits, fresh vegetables) | (packaged vegetables fruits) | 0.075620 | 0.365415 | 0.049600 | 0.655911 | 1.794976 | 0.021967 | 1.844247 |
| 680 | (fresh dips tapenades, fresh vegetables) | (packaged vegetables fruits) | 0.057955 | 0.365415 | 0.038095 | 0.657320 | 1.798832 | 0.016917 | 1.851832 |
| 1171 | (fresh fruits, crackers, fresh vegetables) | (packaged vegetables fruits) | 0.045875 | 0.365415 | 0.030350 | 0.661580 | 1.810490 | 0.013587 | 1.875142 |
| 1173 | (packaged vegetables fruits, crackers) | (fresh fruits, fresh vegetables) | 0.052650 | 0.317560 | 0.030350 | 0.576448 | 1.815242 | 0.013630 | 1.611232 |
| 1226 | (frozen produce, fresh fruits, fresh vegetables) | (packaged vegetables fruits) | 0.062170 | 0.365415 | 0.041445 | 0.666640 | 1.824336 | 0.018727 | 1.903602 |
| 474 | (packaged vegetables fruits, canned meals beans) | (fresh vegetables) | 0.037670 | 0.444360 | 0.030555 | 0.811123 | 1.825373 | 0.013816 | 2.941807 |
| 1240 | (lunch meat, fresh fruits, fresh vegetables) | (packaged vegetables fruits) | 0.047870 | 0.365415 | 0.031940 | 0.667224 | 1.825934 | 0.014448 | 1.906942 |
| 1270 | (milk, packaged vegetables fruits) | (fresh fruits, fresh vegetables) | 0.107425 | 0.317560 | 0.062535 | 0.582127 | 1.833125 | 0.028421 | 1.633128 |
| 1493 | (milk, yogurt, fresh fruits, fresh vegetables) | (packaged vegetables fruits) | 0.048835 | 0.365415 | 0.032845 | 0.672571 | 1.840567 | 0.015000 | 1.938084 |
| 1478 | (packaged cheese, fresh vegetables, yogurt) | (packaged vegetables fruits) | 0.057195 | 0.365415 | 0.038635 | 0.675496 | 1.848572 | 0.017735 | 1.955554 |
| 1118 | (bread, fresh vegetables) | (packaged vegetables fruits, fresh fruits) | 0.091590 | 0.269870 | 0.045910 | 0.501256 | 1.857397 | 0.021193 | 1.463936 |
| 1272 | (milk, fresh vegetables) | (packaged vegetables fruits, fresh fruits) | 0.124715 | 0.269870 | 0.062535 | 0.501423 | 1.858018 | 0.028878 | 1.464428 |
| 1300 | (packaged cheese, fresh vegetables) | (packaged vegetables fruits, fresh fruits) | 0.135850 | 0.269870 | 0.068325 | 0.502944 | 1.863654 | 0.031663 | 1.468910 |
| 1219 | (fresh herbs, fresh vegetables) | (packaged vegetables fruits, fresh fruits) | 0.078655 | 0.269870 | 0.039660 | 0.504227 | 1.868408 | 0.018433 | 1.472711 |
| 1188 | (eggs, fresh vegetables) | (packaged vegetables fruits, fresh fruits) | 0.084310 | 0.269870 | 0.042555 | 0.504744 | 1.870324 | 0.019802 | 1.474249 |
| 1116 | (bread, packaged vegetables fruits) | (fresh fruits, fresh vegetables) | 0.077055 | 0.317560 | 0.045910 | 0.595808 | 1.876207 | 0.021440 | 1.688406 |
| 1440 | (packaged cheese, yogurt) | (packaged vegetables fruits, fresh fruits) | 0.088520 | 0.269870 | 0.044825 | 0.506383 | 1.876395 | 0.020936 | 1.479142 |
| 1368 | (packaged vegetables fruits, yogurt) | (fresh fruits, fresh vegetables) | 0.127910 | 0.317560 | 0.076240 | 0.596044 | 1.876950 | 0.035621 | 1.689392 |
| 1298 | (packaged cheese, packaged vegetables fruits) | (fresh fruits, fresh vegetables) | 0.114610 | 0.317560 | 0.068325 | 0.596152 | 1.877290 | 0.031929 | 1.689844 |
| 450 | (fresh fruits, canned jarred vegetables) | (fresh vegetables) | 0.048880 | 0.444360 | 0.040955 | 0.837868 | 1.885562 | 0.019235 | 3.427089 |
| 1201 | (packaged vegetables fruits, fresh dips tapena... | (fresh fruits, fresh vegetables) | 0.053785 | 0.317560 | 0.032265 | 0.599888 | 1.889055 | 0.015185 | 1.705624 |
| 1242 | (lunch meat, packaged vegetables fruits) | (fresh fruits, fresh vegetables) | 0.053225 | 0.317560 | 0.031940 | 0.600094 | 1.889703 | 0.015038 | 1.706501 |
| 1199 | (fresh fruits, fresh dips tapenades, fresh veg... | (packaged vegetables fruits) | 0.046625 | 0.365415 | 0.032265 | 0.692011 | 1.893767 | 0.015228 | 2.060413 |
| 456 | (packaged vegetables fruits, canned jarred veg... | (fresh vegetables) | 0.037835 | 0.444360 | 0.031925 | 0.843795 | 1.898901 | 0.015113 | 3.557130 |
| 220 | (fresh herbs) | (fresh vegetables) | 0.093005 | 0.444360 | 0.078655 | 0.845707 | 1.903203 | 0.037327 | 3.601205 |
| 1521 | (packaged cheese, packaged vegetables fruits, ... | (yogurt) | 0.068325 | 0.263675 | 0.034565 | 0.505891 | 1.918616 | 0.016549 | 1.490208 |
| 1340 | (soy lactosefree, packaged vegetables fruits) | (fresh fruits, fresh vegetables) | 0.081385 | 0.317560 | 0.049600 | 0.609449 | 1.919161 | 0.023755 | 1.747377 |
| 1524 | (yogurt, fresh fruits, packaged cheese, fresh ... | (packaged vegetables fruits) | 0.049105 | 0.365415 | 0.034565 | 0.703900 | 1.926302 | 0.016621 | 2.143143 |
| 1420 | (milk, packaged vegetables fruits, fresh fruits) | (yogurt) | 0.087450 | 0.263675 | 0.044575 | 0.509720 | 1.933137 | 0.021517 | 1.501845 |
| 1228 | (frozen produce, packaged vegetables fruits) | (fresh fruits, fresh vegetables) | 0.066985 | 0.317560 | 0.041445 | 0.618721 | 1.948358 | 0.020173 | 1.789869 |
| 1186 | (eggs, packaged vegetables fruits) | (fresh fruits, fresh vegetables) | 0.068650 | 0.317560 | 0.042555 | 0.619883 | 1.952020 | 0.020755 | 1.795344 |
| 1342 | (soy lactosefree, fresh vegetables) | (packaged vegetables fruits, fresh fruits) | 0.094120 | 0.269870 | 0.049600 | 0.526987 | 1.952743 | 0.024200 | 1.543572 |
| 1370 | (fresh vegetables, yogurt) | (packaged vegetables fruits, fresh fruits) | 0.144660 | 0.269870 | 0.076240 | 0.527029 | 1.952899 | 0.037201 | 1.543710 |
| 1177 | (crackers, fresh vegetables) | (packaged vegetables fruits, fresh fruits) | 0.057335 | 0.269870 | 0.030350 | 0.529345 | 1.961482 | 0.014877 | 1.551306 |
| 1244 | (lunch meat, fresh vegetables) | (packaged vegetables fruits, fresh fruits) | 0.060095 | 0.269870 | 0.031940 | 0.531492 | 1.969436 | 0.015722 | 1.558415 |
| 1230 | (frozen produce, fresh vegetables) | (packaged vegetables fruits, fresh fruits) | 0.077750 | 0.269870 | 0.041445 | 0.533055 | 1.975228 | 0.020463 | 1.563631 |
| 684 | (fresh fruits, fresh herbs) | (fresh vegetables) | 0.070135 | 0.444360 | 0.061815 | 0.881372 | 1.983463 | 0.030650 | 4.683872 |
| 1490 | (milk, packaged vegetables fruits, fresh fruit... | (yogurt) | 0.062535 | 0.263675 | 0.032845 | 0.525226 | 1.991944 | 0.016356 | 1.550895 |
| 966 | (packaged vegetables fruits, fresh herbs) | (fresh vegetables) | 0.052535 | 0.444360 | 0.046980 | 0.894261 | 2.012470 | 0.023636 | 5.254824 |
| 1497 | (milk, packaged vegetables fruits, yogurt) | (fresh fruits, fresh vegetables) | 0.051295 | 0.317560 | 0.032845 | 0.640316 | 2.016362 | 0.016556 | 1.897331 |
| 1406 | (milk, packaged cheese, fresh fruits) | (yogurt) | 0.059885 | 0.263675 | 0.032280 | 0.539033 | 2.044309 | 0.016490 | 1.597349 |
| 1210 | (packaged vegetables fruits, fresh fruits, fre... | (fresh vegetables) | 0.043490 | 0.444360 | 0.039660 | 0.911934 | 2.052241 | 0.020335 | 6.309343 |
| 1205 | (fresh dips tapenades, fresh vegetables) | (packaged vegetables fruits, fresh fruits) | 0.057955 | 0.269870 | 0.032265 | 0.556725 | 2.062938 | 0.016625 | 1.647127 |
| 688 | (fresh herbs) | (fresh fruits, fresh vegetables) | 0.093005 | 0.317560 | 0.061815 | 0.664642 | 2.092964 | 0.032280 | 2.034958 |
| 1530 | (packaged cheese, packaged vegetables fruits, ... | (fresh fruits, fresh vegetables) | 0.051915 | 0.317560 | 0.034565 | 0.665800 | 2.096611 | 0.018079 | 2.042010 |
| 970 | (fresh herbs) | (packaged vegetables fruits, fresh vegetables) | 0.093005 | 0.234555 | 0.046980 | 0.505134 | 2.153585 | 0.025165 | 1.546773 |
| 1500 | (milk, yogurt, fresh vegetables) | (packaged vegetables fruits, fresh fruits) | 0.056510 | 0.269870 | 0.032845 | 0.581225 | 2.153721 | 0.017595 | 1.743488 |
| 1534 | (packaged cheese, yogurt, fresh vegetables) | (packaged vegetables fruits, fresh fruits) | 0.057195 | 0.269870 | 0.034565 | 0.604336 | 2.239360 | 0.019130 | 1.845329 |
| 1215 | (packaged vegetables fruits, fresh herbs) | (fresh fruits, fresh vegetables) | 0.052535 | 0.317560 | 0.039660 | 0.754925 | 2.377268 | 0.022977 | 2.784620 |
| 1217 | (fresh fruits, fresh herbs) | (packaged vegetables fruits, fresh vegetables) | 0.070135 | 0.234555 | 0.039660 | 0.565481 | 2.410867 | 0.023209 | 1.761591 |
# Create visualization for the lifts
# Create column with the number of the left hand side items
complementary_p['lhs items'] = complementary_p['antecedents'].apply(lambda x:len(x) )
# Create column with the number of the right hand side items
complementary_p['rhs items'] = complementary_p['consequents'].apply(lambda x:len(x) )
# Replace frozen sets with strings
complementary_p['antecedents_'] = complementary_p['antecedents'].apply(lambda a: ','.join(list(a)))
complementary_p['consequents_'] = complementary_p['consequents'].apply(lambda a: ','.join(list(a)))
# Transform the DataFrame of rules into a matrix using the lift metric
pivot = complementary_p.pivot(index = 'consequents_', columns = 'antecedents_', values= 'lift')
# Generate a heatmap with annotations on and the colorbar off
fig, ax = plt.subplots(figsize=(20, 2))
sns.heatmap(pivot, annot = True, cmap=("rocket_r"))
plt.yticks(rotation=0)
plt.xticks(rotation=90)
plt.show()
# Create two columns with the antecedent and consequent products as strings
complementary_p['lhs products'] = complementary_p['antecedents'].apply(lambda a: ','.join(list(a)))
complementary_p['rhs products'] = complementary_p['consequents'].apply(lambda a: ','.join(list(a)))
# Remove duplicated rules if reversed rules
complementary_p['sortedRow'] = [sorted([a,b]) for a,b in zip(complementary_p['lhs products'], complementary_p['rhs products'])]
complementary_p['sortedRow'] = complementary_p['sortedRow'].astype(str)
complementary_p.drop_duplicates(subset=['sortedRow'], inplace=True)
# Create a list with the unique products from the left hand side (antecedents) and right hand side (consequents)
nodes_graph = pd.Series(complementary_p['lhs products'])
nodes_graph = nodes_graph.append(pd.Series(complementary_p['rhs products']))
nodes_graph = nodes_graph.unique().tolist()
# function to create tuples containing the antecedent, consequent and lift for each rule (row)
def directed_edges(row):
edge_graph = (row['lhs products'], row['rhs products'], round(row['lift'], 2))
return edge_graph
# apply the function
complementary_p['edge'] = complementary_p.apply(lambda row: directed_edges(row), axis=1)
# save the new created column to a list
edges_graph = complementary_p['edge'].to_list()
The default settings of this graph do not provide a clear visualization of its elements. Therefore, for a better placement for the plot elements and an overall better visualization, it was choosen that the boxes (representing the products) can be manually dragged, allowing the user to create a better plot.
# set directed Graph
G = nx.DiGraph()
# set nodes and directions
G.add_nodes_from(nodes_graph)
G.add_weighted_edges_from(edges_graph)
# set canvas
canvas = jupyter_canvas()
canvas.size((650, 650))
canvas.edgelayout('symmetric').edgelength(80)
# add and set the nodes to the canvas
canvas.nodes(G.nodes).add(shape='rect', size=(80, 12), fixed=True)
# add and set the edges (the lines that conect the nodes) to the canvas
canvas.edges(G.edges).add(labels=lambda e: {0: {'text': G.edges[e]['weight']}}).directed(True)
# display graph
canvas